{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**说明：**缺失部分数据，由于这里只分析年度数据，因此影响不大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 企业基本情况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 企业简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公司是中国白酒龙头，主要生产销售茅台酒及茅台系列酒。按照2016年年报数据，茅台酒的销售收入占公司营业收入的90%以上。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 主要业务介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公司的主要产品为贵州茅台酒。\n",
    "\n",
    "茅台酒的生产，历时五年。第一年的端午开始制曲（曲，酿酒所需的糖化发酵剂）。茅台酒每斤酒需要2.4斤高粱和2.6斤小麦，其中小麦就是用来生产酒曲的。制曲工作重阳节前结束。\n",
    "\n",
    "酿酒从重阳节开始，名为“重阳下沙”。沙，指本地红而细小的糯高粱。下沙，就是指投放制酒主料——高粱。重阳节之后的三个月里，发酵、蒸煮、摊凉、再下新沙、加酒曲、发酵、蒸煮。到12月或次年元月开始首次蒸馏出酒。之后对酒糟进行摊凉、加曲、收堆、下窖。如此周而复始，约每月取酒一次，直到次年8月第七次酒取完。 \n",
    "\n",
    "第三次至第五次出的酒称为“大回酒”，第六次得到的酒为“小回酒”，第七次的酒为“追糟酒”。大回酒最好喝，第一次、第二次酸涩辛辣，最后一次发焦发苦，但每次的酒都有特别用处。新酒产生后会装入酒坛封存，形成基酒，并分别以“酱味”“醇甜”和“窖底”三种酒体来归纳和区分。基酒存放3年后，进行勾兑。勾兑不加水，是用几种甚至几十种基酒及少量老酒，按照不同比例调和。之后继续存放半年到一年，完成醇化和老熟后灌装出厂。 \n",
    "\n",
    "本部生产的成品酒，会大体按照一个基本不产生利润的价格，卖给下属子公司贵州茅台酒销售公司。然后由销售公司按照出厂价卖给经销商、专卖店或者其他购买者。这种做法，是国内几乎所有涉及消费税的企业都会采用的模式。利用消费税只对生产企业征收的特点，合法避税。目前国内粮食白酒的消费税，是售价的20%外加1元/L。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 行业分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 行业概况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公司所处行业为白酒行业。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "produce = pd.read_csv(r'data/month.csv', encoding='gbk', skiprows=2, index_col=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 单位：万千升\n",
    "produce.columns = ['时间', '白酒当期产量', '白酒累计产量', '白酒同比增长', '白酒累计增长']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "produce = produce[1:]\n",
    "produce = produce[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "produce.index = produce['时间']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "s = []\n",
    "for i in produce.index:\n",
    "    s.append(i.replace('年', '-').replace('月', ''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "produce.index = [pd.to_datetime(t) for t in s]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "produce_year = produce[produce.index.month == 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "del produce_year['时间']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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WlSZ/pZRqYml787ll/hp2HTzK78/vx01n9yAsrGlnuQ245N8Y/e7KHv7a5ahUQ3O/Yzch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\n/wGiHdS/kFBRDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659c6277b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "produce_year['白酒累计产量'].plot(marker='o')\n",
    "plt.title('白酒产量')\n",
    "plt.grid(axis='y')\n",
    "plt.legend(('折65度（万千升）',))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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D5+zZsz/4wQ9edtllDf+65cyZM++9914b9p///GfVbKX/8z//Y6ev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\nRFRNensi12+/7LwsvICXgSWBP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U12Q1oNC3XFEkOJClW+RyyfRPfdYaBnPagfaDtosjEj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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, Image\n",
    "# display(Image(r'pic/1.png', width=100))\n",
    "display(Image(r'pic/1.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3w/R+UcwcGk1aVCnLPu3Y2Pgr+rpYvqOZ2/5exPfHn/pDUNmbyxhW7TzKlJyo\nU/6Nq+7lSBAWLt9Cnmt3sIvis0AE+hisLh0PF3BS4ghjzFxgLkBBQYE51er2tR8s4otD+p12hfYR\nxZ9SBxQWTul8qbuBMYa3NpTz8Fub2X2okXPye3P3l87gjOyuLTBxMKGEOYuKacoazoVhuPxZT7Gl\nohbnoo+4ZNJICif0C3ZxlFvhwXW8tWEf55xzbsinpAjE8Mp9QOtVjPsBe7p6srqGZmobmtsdQ99a\nniOZ4nJ7jrxZtfsw1/zfEr734ioSYiJ57uaJPH/zxC4HeYBZ5wxmmCOZX/1nA7VOXXglVHkyVoZD\nX3A4mTQ4gxpnM5vLQ6c7uD2BCPQLga+ISIKIjAAygDVdPVn5sclSp3/Amp+VRI2zmf21DV29nN/t\nOXSU215axcy/fMruQ0d55OrRLPzBdM7N7+3zuaMjI3j46tGU1zj5/dtb/FBaFQyr91SRHBfF4EzN\nWGknE4/104d+fnqfum5EJBlYDSQDcSJSCHwbeAHYCDiBW4wPTeyK00yWaq31A9mO3AEEUvXRJv5c\nVMKzn+wkMkL44fl5zDpnMImx/u0tGz8gnW+cPYjnluzkinF9GT9AJ9yEmrV7rBWlQr17INz0S08g\nJy2epTsO8c2pucEujk98ijrGmFpgqJeXPgAe9OXcHscnS3Ug0Gd7Av0Rpuf53mLuqHmrS5mzqJiy\nqnr6pMYxeXAG7xcfoLq+iS9P6MdPLhzWbkI2f/jZjGEs2ljOXa+vZ8Ht04iODIkJzwqob2yhuKKW\n7w0fEuyiKC8m5Wbw4ZYDGGMQCd0PYttHhPJqqxumIy36zKRYMhJjujW5WdvMkmXVTl5fXUZWUiwL\nb5/Oo9eMDWiQB0iKjeK3V4xic3ktT368PaDXUv61vrSaFpfRRGY2NWlwBpV1jWw7ENp5tGwf6Ctq\nnCTHRnW4yyMvK4nibgz03jJLAtQ1NjOib9cftHbWhSMcXDwqmz++u5WdB+u67brKN2v2WAtc6INY\ne5qY2wsI/bw3tg/05dVOsjrwINYj35FMScWRbht5014GybKq7p/I9OvLRxITGcHdb6y35cgjdbI1\ne6rolx5PpmastKVBvRLISo4N+fz0tg/0FbXOTnV95DuSqG1oZl914AOtMYb4GO8zGYORWdKREsfP\nLz6DT7dV8toqXZQkFFgZK7U1b1ciwsTcDJbtOBTSjSf7B/rq9teK9aa7UiEYY3jwv59ztLGFqDaj\nJeKjI4Pk6wJ+AAAebUlEQVSWWfKrEwdQMDCd+xduovKIfYaZqpN5MlZqoLe3uOhIymucDL7rvyG7\njKetA73LZdhf29ChB7Eex1ebCuzDk78UbePJj3fwzSmDmHPNmGOZJXPS4nlo5uhjCci6W0SE8NDM\n0dQ1NHP/ws+DUgbVMWs0Y6XtzVtdyoK1ZQAhvYxnIFIg+M3BugaaXaZTXTfpiTFkJsUG9IHsC5/t\nYs6iYq4an8OvLh1BRIRw1Zn2mbqe50jmu4VD+dN7W7lqfA7n+GFylvI/zVhpf3MWFdPQZklBzzKe\nwWrMdYWtW/T7a6yuh6zkzg1PzHckBWyI5fy1ZfzyPxs4/4wsHr1mjG0nuXyvcAiDeydyz7z1HG1s\nPv0Bqtut2VPFGX2SNWOljbU/2CK0lvG0daAvdz9Q7ew49HxHMlv3H8Hl8u/Dk6Li/fzk32s4a1AG\nf/7ambaemBQXHclDV41mz6F6/vju1mAXR7XR4jKs21ut/fM2196gilBbxtO+kYrTrxXbnjxHEkcb\nW9pdVLsrVuw8xK0vrGRYdjJPfaMgJFphkwb34vqJ/Xlq8Q42lFYHuziqlW0HjnCkoVnXiLW52TNO\nXsYzKkJCbhlPWwf6ihonEQKZSTGdOm6Y54Hsfv9032wqq+GmZ5fTNzWe526eSEpctF/O2x3uvGg4\n6Qkx3PX6elr8fIejus7zIFZb9PZ25ficE5bxTIiJpMVlyHOvaBcqbB3oy6ud9E6OJaqTXSR57kBf\nXO77yJudB+u48ellJMVG8fy3JobcxJbUhGh+ffkI1pdW8+ynO4NdHOW2RjNWhowrx+fwyZ1fYMfD\nl7DkzvPplRQbcg0nWwf6itqGLmWhTI2PxpES2+UHsvNWlzL14ffJvXMh5z/2IUcbmvjHtybSLz2h\nS+cLtktG9+ELZ2Tx+7eL2Xv4aLCLozg+UcquD/OVd6kJ0dx72QjW7a3muRBqOAUs0IvIThEpcX99\n3JVzdHayVGv5jmS2dKHrpm2SshaXocXAhtKaLpXDDkSE+64cBcAv5m0I6Rl+4cCTsXJsP+22CUWX\njunDecN687u3i/32HLB14zIQk7IC2qI3xgx1f03vyvHlNc5OP4j1yMtKpqQLI2+8JSlraHYxZ1Fx\nl8phFzlp8fzsi8MoKj7Am+v2Bbs4PZpmrAxtnoaTMfBLPzSc2jYuAzEpy7ZdN86mFqrrm7qc4ndY\ndhLOJhd7OtlVES7jZr35xpRBjOmXym8WbKT6qC49GCyejJXjdEZsyOqXnsBPv5jP+5v389/15T6d\ny1vj0jMpy18COTO2XkS2AQeAe40xi1q/KCKzgFkADoeDoqKiEw6uqLNmox0u20FR0d5OX7y2yvqP\ne+3dJZzp6Hg1E6KhzksMzIiTk8oYiq4e0MJvShu5/en3uXlUaD1YDhfvrHGSGS9sWLEk2EVRPsh1\nGQalRHDXq6uhYjOJ0Z1/3mKMabf7p7Sq3m8xJ2CB3hgzHEBEpgNviMhQY0xVq9fnAnMBCgoKTGFh\n4QnHL91eCR9/xrkTx3VptagJzibu/+xtYrMGUVjobRGskxWX19Lw9kdECLTu8YmPjuSXV4ymMISm\nPJ9KWfTn/O3D7XzvSwVMHtwr2MXpce757H0m56VRWHhmsIuifOQYVs0Vf/6ExbWZPDRzdKeObXEZ\nfrtgI7DL6+vx0RGMOWsKGYmdG17uTcC7bowxHwM7gUGdOa6rk6U8kuOi6Zsa1+EslnUNzXzvxZWk\nJcTy68tH2CZJWSD86Px8BmQkcPfr63F6WTRFBc7+WielVfXaPx8mRuWk8q1pufxz2W6WdWJxkrqG\nZmY9v4LnluzivGG9iY8+MRRHRQgNzS6++IePeHdThc/lDEigF5FEEenj/n480Afo1Dz8zqwV2548\nRzJbOpDF0hjDPW+sZ8fBOv50/ThuPDv32LjZT+78QlgFeYD4mEgeuGoU2w/W8ZcPSoJdnB5lzW6d\nKBVufnRBHv3S47nr9XU0NJ++4VRR4+Tavy3hg+L93HflKJ65aSIPzTwxA+7vvjyWN2+fTmZSDLc8\nv4LZr6ylxtn152qB6rpJAD4UkUigGrjBGNOp9e3KqxtIiIkkuYNLCHozLDuZJdsraW5xnXLS1b+W\n72HemjJ+cmE+U4Zkdvl6oWR6Xm9mjs/hrx9u49KxfY+ld1aB5clYOSpHM1aGi4SYKO6/chTffGY5\nfy3axo8uyG9338/31XDzs8upqW/i7984i/POyAKsSVneGpTzvz+NP723lb8UlfDptkoevWYMU4d2\nPkYFpEVvjDlgjMk3xgwxxpxpjPmgs+eocA+t9GXl9bysJBqbXew61P7Im41l1dw7fyPT8zL5/nkd\n68sPF/dcMpyk2Cjuen293xPAKe80Y2V4KhyWxRXj+vKXD7ZRst97L8KHWw7w5f9bgjHw8q1nHwvy\npxITFcHPZgzjte9OITYqgq89tZR7/7OBl5fvZurD7xOTPXRCR8pn2+GVFTWdWyvWm+OLkHjvp691\nNnHbi6tIT4jm8evG9bhZir2SYvnFJSNYueswLy3bHezihD2XZqwMa7+8dATxMZHc7aXh9OLSXdz8\n7HL6ZyTwxm1TOr0GwfgB6Sz8wXRunprLc0t28fPX1ndqspZtFx4pr3FSMNC3zH5Ds6zEQ1sqjnDR\nqBNfM8Zw5+vr2XO4nn9+ezK9QiyHjb/MPDOHN1aX8shbm7lguKPL8xbU6WnGyvCWmRTLPZcM545X\n13Hmfe9QXd9En7Q4znAk837xAc4b1psnvnomSV3sjo6PieRXl41g/tpSDh5p7NSxtgz0xhj21zT4\n9CAWIDE2in7p8V5H3rzw2S4WrtvHHRcNY2Juhk/XCWUiwgNXjeKLf/iIWc8vp7KuibKqevqmxTN7\nxrCwexAdTKs1Y2XYi44QIgSq6q0Hp2VVTsqqnEwd0osnbyzodIJGbyo7GeTBpl03h+oaaWxxdXlo\nZWv5juST1o9dv7ea+978nPOG9ebWc4b4fI1QN7BXIheOcLCutCag07B7Os1YGf5+9/YWvD3u2llZ\n55cgD11b9MSWgd7XMfSt5TuS2X7wCE0t1kzbGmcTt720il5JMfz+2p7XL9+eVbsPn7StvqmFh9/a\nrA9q2+hsAirP/i8t3U1js4v57sWmVfhpP4WK02/X8LYYyunYsuvm2Fqxfgn0STS1GHYerGNoVhJ3\nvLKOsqp6/v2dyX6ZcRYu9rXzh1he4yT/F2/hSIkjOzWObPe/fVLjcKQc/9eREkdM1KnbDfNWlzJn\nUXFIdw15ElB5cpN47nwAr3Vpu39Ds+uU+6vQ1jct3utDUn8uPej5u5mzqJiOpie0ZaA/1qL3w4NB\nz8ibLRVHWFxykP9tLOeeLw1nwsCe2y/vTXt/oKnx0Xxt0gDKq53sq3by+b4a3t+8/6QkTGA9jMpO\njSU7JZ7s1Fj6pMYf+2DYUFbNH97ZgrPJurM6XYC0q/YSUN335iZS409eeey+Nze1m7AqlOqtOmb2\njGEnfLCDlULF30sPesbdy10lKzuyvz0DfbUTEchK9n0kzKYyK4/8bS+tAmBk3xRumZ7r83nDTXt/\noL+5fORJAckYQ42zmfJqJ+U1Tsqr69lX7aSixvow2Hv4KCt2HaLqNBky65taeHTR5pAKeO3dmlfW\nNXLTs8t9Po8Kba1b23a6c7VloK+ocdIrMZZoHx9ezFtdyr3zN56wbduBI/xnTVnQ/+PtpjN/oCJC\nanw0qfHRDMtuf0ZtfWPLseB//ZOfed2nrMrJrf9YyXln9Obc/KyT7uLs1t3T3p1P76RYnvxGwUnb\nv/3cCg4cafB6HhWe2pvlGky2DfQOHydLgffbbGeTS2+b2+HvP9D4mEgGZSYyKDORnHYCZEJMJGv3\nVvG/jVZO7zOykznvjCwK83uz9/BRfjFvY4f7w7vD7BnD+Okra09YLzQ+OpJ7LhnuddjkPZcM75Zb\neaVOxZaBvrymgb5+6J8P50VEQk17XUMPXjWaK8b1pbiilqLiAxQV7+fJj7bz16JtCNB2vE+w+7cv\nGdOHe95Yj8tYi+Oc7i7DrrfyqmexZaCvqHEy3g+r73THE3DVMacLeGdkp3BGdgq3njuEWmcTn5Qc\n5NYXVnk9VzA/qD/dVkldYwtP3ljAhSMcHTrGjrfyqmexXaBvaG7hUF2jX8bQd9cTcNUxHQ14yXHR\nXDSqT7vdPcH8oF6wtozkuCjOye8ZWU5VeAjYhCkRuVZEdohIiYjc3NHjPGPo/RHorxyfw0MzR4f1\nIiLhzNvEkGB+UDc0t7BoQzkXjcwmNkqzT6rQEZAWvYgkA78HJgMtwBoRWWCMOXC6Yz0LjviaudJD\nb5tDl+f3dv/CTRw80khGYgy/unRE0H6fHxYfoLahmcvG9g3K9ZXqqkC16GcAHxpjSo0x5cD7wPkd\nOdCfk6VU6LtyfA5L7jqfxJhILhndJ6gf2gvW7SMjMYYpQ3SdXRVaAtVH358TV7zdi7Wc4DEiMguY\nBeBwOI6tdv7JTmuSTcm6lZRv1jw0yjI0Fd5et5vz0w4G5foNzYZFG44yrW8Uiz/+KChlUKqrAhXo\nYwBXq59dWF04xxhj5gJzAQoKCkxhYSEAnyzcRGzJLi65sNCn1aVUeNketYPfvrmJoWMn0i89oduv\nv2BtGY0tq/nOxQVMGqwtehVaAtV1sw9ofY/dD9jTkQPLaxrITvVtCUEVfqbnWaNcPikJTot+wdoy\nHCmxnDVIcySp0BOoQP82MENEskQkG5ji3nZaFTVOHMnaP69ONDQrCUdKLB9v7f5AX+Nsoqj4AJeO\n6atprVVICtTi4OXAPcAS4BPgp8aYuo4cW1Hj9HllKRV+RISpQzP5dFtlt+fHf3tjBY0tLh1to0JW\nwMbRG2OeNcYMcX+90cFjKK92ku2noZUqvEwbmsmhukY27avp1usuWFtG/4x4xvbr3ILOStmFrVaY\nqq5voqHZhcMPk6VU+Jk2tPv76Q/VNbK45CCXjumrz41UyLJVoNcx9OpUslLiyHcksbgbA/1bG/bR\n4jJcNka7bVToslWgr3CnP9AWvWrPtKG9WbbjEE4vK1wFwoK1ZQzpncjwPu3n3VfK7uwV6Kv9tyi4\nCk/T8zJpaHaxctfJi5n7W0WNk6U7DnHZWO22UaHNVoG+3M95blT4mZibQXSkdEv3zcJ1+zAGLtVu\nGxXibBfoMxJjNDOgaldibBTjB6SzuBvG0y9YV8aIPikMzUoK+LWUCiRbBfr9NU7tn1enNW1oJhvK\nqjlc1xiwa+w5dJTVu6t07LwKC7YK9OV+WitWhbdpeZkYY632FChvrtsHwKVj+pxmT6Xsz16BvrpB\nH8Sq0xqTk0pyXFRA++kXrC1j/IA0+md0fwI1pfzNNoG+qcVFZV2Ddt2o04qKjODswb1YXHLadWy6\npGT/ETbtq9Gx8yps2CbQ769twBidLKU6ZlpeJnsO1bOrskMplDrlzXVliMAl2m2jwoRtAr1nCUHt\nulEd4UmH4O/uG2MMC9aWMSk3Q+8uVdiwT6Cv1jH0quNyMxPpmxrn92GWn++rZduBOh1to8KK3wO9\niPxaRCpEpMT9NaUjx5Vri151gogwLc9KW9zix7TFC9aVERkhXDxKu21U+AhUi/7nxpih7q9PO3JA\neY2TmMgIMhJjAlQkFW6mDs2kur6JDaXVfjmfp9tm2tBM/TtUYcVWXTdZKbGaU0R12FQ/99Ov2VPF\n3sP12m2jwk4gAn0LcJ+IFIvIIyLSoWtU1OgYetU5mUmxDO+T4rd++gVr9xETGcEXRzr8cj6l7CKq\nqweKyN+ACW02f8sYcx9WoO8FvAHcDDzl5fhZwCwAh8NBVPkh+qdEUFRU1NUiqR5oYGwj7+6oYdF7\nHxAb2fW7QZcxvL6inlG9Ilj12Sd+LKFSwdflQG+M+c5pXq8UkZeBUe28PheYC1BQUGBqmiMYPWQA\nhYUjulok1QNJ3wP87+llxPUfxbn5vbt8ns+2V1LV8Bk3nT+GQu26UWEmEKNuhrr/TQCuApad7pgW\nYzja2EJ2qg6tVJ0zcVAGMZERPi0vOG91KTc/uxyAB//7OfNWl/qreErZQiD66GeLyG5gHbAE+Ofp\nDmhutobH6QQV1VnxMZEUDErn4y72089bXcqdr6/jaKO1YtW+aid3vb5eg70KK34P9MaY7xhjBriH\nVv7CGHPaQc5NLhegY+hV10wdmsnn+2o4eKSh08fOWVSMs8l1wrb6phbmLCr2V/GUCjpbDK9sarHe\naNqiV10xPc8aZtmV7pvSqnqv28va2a5UKLJJoLca/ZrQTHXFyL6ppMZHdzrQL93efj77vmnxvhZL\nKduwRaBvbnGRGh9NXLQuIag6LzJCmDq0F4u3HqQDPYWAlYp41j9WkpUcQ1z0iW+D+OhIZs8YFoii\nKhUUtgj0TS1G++eVT6YOzaSs2sn2g6dPW3ygtoGbnl1GdKTw2nen8vDMMeSkxSNATlo8D80czZXj\ncwJfaKW6SZfH0ftTU4tLs1Yqn0wfao2h/6TkIEN6t7+Yd31jC7c8v4IDtQ38e9bZ9M9IoH9GggZ2\nFdZs0qJ3aYte+WRArwT6Z8Sfcphli8vww3+tZt3eKv70lfGM7Z/WjSVUKnhsEeibXUYfxCqfTRva\nm8+2VdLc4vL6+v0LN/H2pgruvXQEXxyZ3c2lUyp4bBHoQYdWKt9NG5pJbUMza/eenLb46cU7eOaT\nndw8NZdvTs0NQumUCh7bBPrH3tmisxGVT6YM6YXIyePp/7ehnPsWbmLGSAf3XDI8SKVTKnhsE+gP\n1TXq1HPlk/TEGEb1TT0hbfHq3Yf54b9WM7ZfGo9fN57ICF3vQPU8tgn0oFPPle+m5WWyavdh6hqa\n2V15lFueW4EjJY6nvlFAfIzO01A9ky2GV7amU8+VLwTr4f7IexcRFSFERwov33o2mUk6fFf1XLZq\n0YNOPVddN291KU9/suPYz80uQ4uB9V4ezirVk/gc6EVkrD8KAjr1XPnGWybKxmaXdgeqHq/LgV5E\nfioi24CVbbaPEpG1IrJLRJ7o6JqxOvVc+aq9bj/tDlQ9nS8t+hXARC/b/wLcCQwGxgCXn+5Eo3NS\n+eTOL2iQVz5pr9tPuwNVT9flQG+M+dAYc0KeVxHpDeQaY94yxrQALwIX+VhGpTpk9oxhxLfJgKrd\ngUr5f9RNP2B3q5/3Apd421FEZgGzABwOB0VFRX4uiupp0oCvD4/ktS0uKp2GXnHC1fmRpFVvpaho\na7CLp1TQnDbQi8jfgAltNn/LGLPWy+4xQOunYS6gxdt5jTFzgbkABQUFprCwsCPlVeqUCoG7g10I\npWzmtIHeGPOdTpxvH9C6o70fsKezhVJKKeU/fh1Hb4zZDdSJSKGIRAJfB17x5zWUUkp1ji/DK/8q\nIiVApIiUiMgT7pe+ATwB7AQ+MsYs9r2YSimluqrLD2ONMd9tZ/sqYHSXS6SUUsqvpKOLKQe0ECIH\ngDqg/eWBQkcmWg+7CIc6QHjUIxzqAParx0BjTO/T7WSLQA8gIiuMMQXBLoevtB72EQ51gPCoRzjU\nAUK3HrZLaqaUUsq/NNArpVSYs1OgnxvsAviJ1sM+wqEOEB71CIc6QIjWwzZ99EoppQLDTi16pZRS\nAaCBXimlwpwGeqWUCnPdFuhFJKu7rhVIInKGiCQFuxy+EpHsYJfBVyLSJ9hl8JWIjBORK4JdDl/p\n+9veAh7oRSRJRF4E3hGRh0Rkqnt7yN1NiMhAYBNwnYjEBLs8XSEiqSLyNNbv43ciMtG9XYJctA4T\nkXR3Hd4Tkb+IyDnu7SHzNyUiESLyV+A1IDrY5ekqfX+Hhu74ZXwT6w/5QqAaeAnAGOM6xTF21R8r\nFfNEYFBwi9JlP8XKcTQDENwLw5gQGX4lIgnAHOAQ8CVgO/BLCLm/KQfWdPrRxphXg10YH3wTfX/b\nXkACvYg4Wv0YDaw3xuw3xjwMbBWRh9z72fpTv009AI4Av8N6g17d/SXqmjb1iAHWGmPKsILlklb7\n2bZVLyKedQ6cwFvGmJ8ZY3YC84GdItLbzuUHqw6tytgXa9nNoyJypYjcKCLj3PvZ9n0hIsltujYi\nCMH3d+t6uFOqQ4i+vzvCr78IERkiIm8DL4nIH0UkE2gA4lvdCn0fuFlEsuz6qe+lHv3cL03Fag3/\nGDhXRK4RkRFBK+hpeKlHBrASGCIiL2O1wm4XkTtFJMUYY+wWLEWkv4h8ArwsIi9hBcj/tNolFRhi\njDlg17uS1nUAXhSRwUANsFhEHgbuAUYBH4jIUBu/L84EngfOa7U5BYgOsff3CfVwr28NMJkQen93\nhr8/ce8AFgOXYnULPAUsxOoeyAMwxmwG/gv8xM/X9qfW9XBhLXIOsAHY4V5gpTfwAjA8KCXsmLa/\njxeNMa9grbbXC/gecBswAngWbNmFcxPwqTFmKlAJPAPEtno9GVgfjIJ1Qus6HAIeByKBbGAAcIEx\n5g6s4PNg0Ep5CiIyAPgN1vt4soic4X7pdeByQuT97aUeea1e3gRsD6H3d4f5HOhFJFtEot0twVjg\nQ2NMPfAzrADfD+uP4c5WoyQ+wlqYxDZOUY+fA5NE5EIgH/iViHyE1TJeBlTYqRV8mt/HeSJyHVZf\n6lagzN398QxwWERs8VBQRAaKSKL7x3is8mKMuR3rA+uGVrfbE3F3P4nIDa3uvoLqFHX4PtaH0xis\ncmcCg937PQ3Ui0iX14nwN3c9YoC9wJ3AVVh92WeJSLwxZhPwMfBTm7+/26vHZBHxNBymAXfb+f3d\nVb6sMHW2iGwE/obV4o3Guu2Z5O5PHQ28i/Xp+VusFsyDIvJtrJbmIR/L7hcdrMf7WK3gle6v240x\ns4C3gHPwYQEXf+nE7+M2d6v9HKyAeS3wGLDKGNMUnNJbRGSCiOwA/g9YICLJQBVQ6+4GBPgD1hKV\nnjfnaGCAiHwIXEc7i9F3lw7W4TFgFvBPYA3wQxH5PlaLfpkxpjkIRT9Bq3r8DevvPBEoNsZsBZYC\nU7C6mwDucr/+gA3f3x2pxxj37ouBjcD37fb+9pkxpsNfQIz732jgX8AN7p9fA36FNZLjceBDrE/D\nocB7wFisUQbXYAWh6zpzXX9/daEeeVi/9C+2OU9kiNXD8/vIA74IPIr1x35NkOsR4f73MeBW9/ev\nYjUQZrnrNoHjuZk+BG7FCvY1WC3jL4dYHRYDX3N/PwP4Y7B/D6eox8tYy4MOcf+cinX38WMg0b1t\nAHAt1qiboL6/u1iPaC/nCOr7259fHf6kEpFUrBbgv91vrgis2yCwHiYtA640xvxIREYbY9a7jzsM\nHDHGVLj/8IM6lMyHehwBtrm/jzTGtJjjD3G6nQ/1qAKajTFvA28HoejHuLsoHrG+lVeBBPcXWM8O\n/ojV/96I1Q3YgPWc5FXAaYxpEJEfGWOe7vbCu/lQh38DcQDGmEXAou4t+YlOU4/vYwXIc0SkwhhT\nLSLzgQuAaSJyNvBHY8zLWME0aHyox3lizQF43BhzGE54SBvyOtR1IyIFwFrgO8BXsW6PK4EviDXD\nMg9YjXVLTaug8l2sp/I1fi95F/hYj1Tc9Qj2H4CP9UjGGkYWVO7RDO9hPRTeDfwD64PUiEgvd8Pg\nHayRTk8BGcAcEfkZMBvYARDkIO9rHYqDUvA2OlCP/VgPWM/Fej9jjJkHnOXedwzQFOy+bB/r8QJW\nN2BjEIoeeB28DRoO3I41euM5rIcYY7G6BRZjjazJxWq5DMMaq30fVn/XWcG+bdF62K8eWA+2f9zq\n56fcZf8tcH6r7cuBKe7vvwr8CZga7PKHSx06WY+lnp+xugZXAgXBLn+41SMQXx3KRy/HJz4MAL4L\nNBpjful+Ld8Ys8X9/T+wRqmUA1nGmPLTnrwbaT3sUw/3LXYqcMgYY0TkBqwhbf2w7pxeNcZsFJFH\ngZXGmH8HsbhehUMdoFP1eARYgdV11tcYUxq0QnsRLvUIhA513RhjXO6vnVgPwvqLyGXu1zxBZQ7W\n7dBh9762CSoeWg/7MMY0G2MqzfGWxhVYdyB/x7oDeUqsGZbXAauCVMxTCoc6QKfq8RWsWdXGjsEx\nXOoRCJ15GCvu/8BVWH1Z52INHxuNNbwqC/iGscZs25bWw17EGg8fB/QBPjDGtIjIU8A64Ayg0Biz\nI5hlPJ1wqANoPcJZhwO951PSGFPufpr9uIiUYz1sussYsytAZfQrrYe9uN+EKcAHwHgR+TPWh9f3\nTYiMegiHOoDWI6x1pkOf42OAX8XKGnhLZ463y5fWw15fWLfSLqzb7FuDXZ6eWgetR/h+dWrGl3H/\nD2INYbrBGOPszPF2ofWwHSdwL/CoMaYh2IXponCoA2g9wlKHRt0oFUitnjeErHCoA2g9wpUGeqWU\nCnO2XRhAKaWUf2igV0qpMKeBXimlwpwGeqWUCnMa6JVSKsxpoFdKqTCngV4ppcLc/wcD7Zo/5i3k\nlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659ca3aba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "produce_year['白酒累计增长'].plot(marker='o')\n",
    "plt.title('白酒产量增长率')\n",
    "plt.grid(axis='y')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": false
   },
   "source": [
    "## 财务指标分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 每行代码均进行输出\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "# 设置精度为两位小数\n",
    "pd.set_option('precision', 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>jQuery(function() {if (jQuery(\"body.notebook_app\").length == 0) { jQuery(\".input_area\").toggle(); jQuery(\".prompt\").toggle();}});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示时隐藏代码\n",
    "import IPython.core.display as di\n",
    "di.display_html('<script>jQuery(function() {if (jQuery(\"body.notebook_app\").length == 0) { jQuery(\".input_area\").toggle(); jQuery(\".prompt\").toggle();}});</script>', raw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 股票代号\n",
    "\n",
    "stock_0 = 'SH600519' #贵州茅台\n",
    "stock_1 = 'SZ000568' #泸州老窖\n",
    "stock_2 = 'SZ000858' #五粮液\n",
    "stock_3 = 'SZ002304' #洋河股份\n",
    "\n",
    "stock_dict = {\n",
    "    '贵州茅台':'SH600519',\n",
    "    '泸州老窖':'SZ000568',\n",
    "    '五粮液':'SZ000858',\n",
    "    '洋河股份':'SZ002304'\n",
    "}\n",
    "# 输入年份（如年报只到2016年，则输入2017）\n",
    "\n",
    "year = 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_all_data(stock_id):\n",
    "    lrb_xq = pd.read_csv(\n",
    "        r'data/%s_lrb.csv' % (stock_id),\n",
    "        encoding='utf-8',\n",
    "        header=0,\n",
    "        index_col=None)\n",
    "    fzb_xq = pd.read_csv(\n",
    "        r'data/%s_fzb.csv' % (stock_id),\n",
    "        encoding='utf-8',\n",
    "        header=0,\n",
    "        index_col=None)\n",
    "    llb_xq = pd.read_csv(\n",
    "        r'data/%s_llb.csv' % (stock_id),\n",
    "        encoding='utf-8',\n",
    "        header=0,\n",
    "        index_col=None)\n",
    "\n",
    "    list_lrb = []\n",
    "    for i in lrb_xq['报表期截止日']:\n",
    "        str_i = str(i)\n",
    "        # i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_lrb.append(str(i))\n",
    "    list_lrb_0 = []\n",
    "    for i in list_lrb:\n",
    "        i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_lrb_0.append(i_)\n",
    "    list_fzb = []\n",
    "    for i in fzb_xq['报表日期']:\n",
    "        str_i = str(i)\n",
    "        # i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_fzb.append(str_i)\n",
    "    list_fzb_0 = []\n",
    "    for i in list_fzb:\n",
    "        i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_fzb_0.append(i_)\n",
    "    list_llb = []\n",
    "    for i in llb_xq['报表期截止日']:\n",
    "        str_i = str(i)\n",
    "        # i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_llb.append(str_i)\n",
    "    list_llb_0 = []\n",
    "    for i in list_llb:\n",
    "        i_ = i[:4] + '-' + i[4:6] + '-' + i[6:8]\n",
    "        list_llb_0.append(i_)\n",
    "\n",
    "    lrb_xq['报告时间'] = [pd.to_datetime(t) for t in list_lrb_0]\n",
    "    fzb_xq['报告时间'] = [pd.to_datetime(t) for t in list_fzb_0]\n",
    "    llb_xq['报告时间'] = [pd.to_datetime(t) for t in list_llb_0]\n",
    "\n",
    "    data_temp = pd.merge(lrb_xq, fzb_xq, how='left', on='报告时间')\n",
    "    data = pd.merge(data_temp, llb_xq, how='left', on='报告时间')\n",
    "\n",
    "    data.index = data['报告时间']\n",
    "\n",
    "    data = data[::-1]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_0 = get_all_data(stock_0)\n",
    "data_1 = get_all_data(stock_1)\n",
    "data_2 = get_all_data(stock_2)\n",
    "data_3 = get_all_data(stock_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_data_month(data, month):\n",
    "    data_month = data[data.index.month == month]\n",
    "    return data_month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_year_0 = get_data_month(data_0, 12)\n",
    "data_year_1 = get_data_month(data_1, 12)\n",
    "data_year_2 = get_data_month(data_2, 12)\n",
    "data_year_3 = get_data_month(data_3, 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 部分数据不同表中均有，如财务费用，此时财务费用自动变为财务费用_x,财务费用_y\n",
    "def get_data_ratio(data):\n",
    "    result = pd.DataFrame()\n",
    "    result['净利率'] = data['归属于母公司所有者的净利润'] / data['营业收入']\n",
    "    result['毛利率'] = (data['营业收入'] - data['营业成本']) / data['营业收入']\n",
    "    result['三费占比'] = (\n",
    "        data['销售费用'] + data['管理费用'] + data['财务费用_x']) / data['营业收入']\n",
    "    result['销售费用率'] = data['销售费用'] / data['营业收入']\n",
    "    result['管理费用率'] = data['管理费用'] / data['营业收入']\n",
    "    result['财务费用率'] = data['财务费用_x'] / data['营业收入']\n",
    "    result['ROE'] = data['归属于母公司所有者的净利润'] / data['归属于母公司股东权益合计']\n",
    "    result['资产负债率'] = data['负债合计'] / data['资产总计']\n",
    "    result['应收账款周转天数'] = 365 * data['应收账款'] / data['营业收入']\n",
    "    result['销售现金流营业收入比'] = data['销售商品、提供劳务收到的现金'] / data['营业收入']\n",
    "    result['营收增长率'] = data['营业收入'].pct_change(axis=0)\n",
    "    result['净利润增长率'] = data['归属于母公司所有者的净利润'].pct_change(axis=0)\n",
    "    \n",
    "    result['应收票据'] = data['应收票据']\n",
    "    result['应收账款'] = data['应收账款']\n",
    "    result['应付票据'] = data['应付票据']\n",
    "    result['应付账款'] = data['应付账款']\n",
    "    result['预收款项'] = data['预收款项']\n",
    "    \n",
    "    result['营业利润'] = data['营业利润']\n",
    "    result['营业收入（亿元）'] = data['营业收入'] / 1e8\n",
    "    result['归母净利润（亿元）'] = data['归属于母公司所有者的净利润'] / 1e8\n",
    "    result.index = data['报告时间']\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result_0 = get_data_ratio(data_year_0)\n",
    "result_1 = get_data_ratio(data_year_1)\n",
    "result_2 = get_data_ratio(data_year_2)\n",
    "result_3 = get_data_ratio(data_year_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l_0 = len(result_0)\n",
    "\n",
    "s_0 = list(range(l_0))\n",
    "\n",
    "x_0 = np.array(s_0)\n",
    "\n",
    "y_0 = tuple([str(i) for i in range(year - l_0, year)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def data_plot(data, ratio, legend, kind='bar'):\n",
    "    l_0 = len(data)\n",
    "    s_0 = list(range(l_0))\n",
    "    x_0 = np.array(s_0)\n",
    "    y_0 = tuple([str(i) for i in range(year - l_0, year)])\n",
    "    \n",
    "    data[ratio].plot(kind=kind)\n",
    "    plt.title(ratio)\n",
    "#     plt.ylabel(ratio)\n",
    "#     plt.legend([legend], loc='upper left')\n",
    "    plt.legend([legend])\n",
    "    plt.xticks(x_0, y_0)\n",
    "    plt.grid(color='#95a5a6', linestyle='--', linewidth=1, axis='y',alpha=0.4)\n",
    "    plt.savefig(r'pic/%s.png' % (ratio,))\n",
    "#     plt.show();\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def multi_plot(ratio):\n",
    "    fig = plt.figure()\n",
    "    fig.set_figheight(4)\n",
    "    fig.set_figwidth(24)\n",
    "\n",
    "    plt.subplot(141)\n",
    "    data_plot(result_0, ratio, '贵州茅台')\n",
    "    plt.subplot(142)\n",
    "    data_plot(result_1, ratio, '泸州老窖')\n",
    "    plt.subplot(143)\n",
    "    data_plot(result_2, ratio, '五粮液')\n",
    "    plt.subplot(144)\n",
    "    data_plot(result_3, ratio, '洋河股份')\n",
    "    plt.show();\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cbet2/m5YU6+88kquvPLKerFYkxV+9rOfHXoHRUSOIl/+8pcbxQYNGlRvPdkv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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cb7b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('营业收入（亿元）')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5n/9h06ZNzJo1q/2SFhGJULRr7ogRI5gwYQKvvvoq1157bTD+xRdf8NlnnwHQr18/8vLy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\nSZIkSZIkFchFWUmSJEmSJEkq0P8PrFqrDrVXHfUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e246940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('归母净利润（亿元）')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZEjNbYWZ/NLNAuHyBmVWH61SaWWZXXz9d35dUGejxi4hIiM4HydH71H9pgFak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\nIAaOdRxMWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659df094a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('三费占比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VWbBs2TIuvvhiBg8ezHXXXcerr77KwIEDgeio2/qdsz//+c8ZN25cnbT169fH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\nIiIiIiIiIm3y/wN6jEgL4vnnIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e470828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('销售费用率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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e4/TTT2fQoEHt6iVKHpSWlkZjbesuJTN16lStWysi+yUzIxAIJE3YioiISN+S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\ntJUkSZIkSZKkGvn/AYt188hzraBYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e706470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('管理费用率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pQUptw8xISEhosnArB5aZJQKHuftnbd0XERERkc6qOfPQpqSk1FmuLdw214Es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\nSZIkqYRcvJUkSZIkSZKkEvr/ASda6O9P1AWOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cb2cc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_plot('财务费用率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def ratio_compare(ratio):\n",
    "    s = pd.DataFrame()\n",
    "    s['ratio_0'] = result_0[ratio]\n",
    "    s['ratio_1'] = result_1[ratio]\n",
    "    s['ratio_2'] = result_2[ratio]\n",
    "    s['ratio_3'] = result_3[ratio]\n",
    "    s.index = result_0.index \n",
    "\n",
    "    s.plot(kind='line')\n",
    "    plt.title('%s对比' % (ratio, ))\n",
    "    plt.ylabel(ratio)\n",
    "#     plt.legend(['贵州茅台', '泸州老窖', '五粮液', '洋河股份'], loc='upper right')\n",
    "    plt.legend(['贵州茅台', '泸州老窖', '五粮液', '洋河股份'])\n",
    "    plt.grid(color='#95a5a6', linestyle='--', linewidth=1, axis='y',alpha=0.4)\n",
    "    plt.savefig(r'pic/%s对比.png' % (ratio,))\n",
    "    plt.show();\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IEAAGDBiAnZ3dPfMvXL9+nR49ejBjxgw6duyItbU1/fr1Y/To0Zw/f55ly5YB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cb2c9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('ROE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WKzGoDg5KA9Jkg0IlKSWbj2bx3m9x7EjIIcjThQeva8nobpEqOCg1klNUzvj5O9mRkMPk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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e523240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('毛利率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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U/p1bqRQ950PiWXU8iPcaV6BeBRt9m5N/sjLg8NfwfRMI+w86zIch+xRBABAC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\nmXEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659ec3d5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('净利率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ISEwkOTnZntfV1RW1WEhITLSnOTs54eTklKZMBwcHXF1ciE9IwGKx2NNLuLmR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e6fefd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('营业收入（亿元）')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NA7ZKKc8BCCE2A4OAJcZjR+Bt4AlgmaWE0ukEc8d3Ysyn25n2w37WPtEHXzfL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cb65898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('营收增长率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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786PUMGUZpZyfmgZbAcaMGUNoaCh2u51PPvmEhQsXYjabiY+Pp3v37gAsW7aM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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cb10be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('净利润增长率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fzuSmjoHVHUqtZCoJwzAuaou2HcPD1Yn+lzWq7lBqpSqrJESkjoiYtQINw6g0\nuXkWftoRT//LGlHX3TSxOoLDKwkR8RaRBcBx4BlbWgMRmSsiB0TkoIgMt6WHikiGiETaHpMcHZ9h\nGBevvw4mknQmm5tMryaHqYqq1wJ8DPwIdLel+QOfquoqEQkHNonI/2zb1qtq3yqIyzCMi9zibbF4\nubvQp5V/dYdSazm8klDVNOBXERlRKG0vsNf2OlJEcoA69h5TREYDowGCg4PZFRlZsK15cAiqSkZm\nZkGai4sLri4uZGZlkd+bS5yc8HBzIzsnh7y8vIK87u7uqMVCdk5OQZqriwsuLi5Fjunk5IS7mxtZ\n2dlYLJaC9DoeHuTm5pKTm1uQ5ubqijg5FZnu29nZGTdXVzKzs1Hb/iKCh7s7Obm55Bba393NOv9M\nVna2Q8qUk5PDrshIvDw9aRoURHRsLKnp6QV5I8LDSUpJIe7EiYK0poGBeLi7sz8qqiCtvrc3QQEB\nHIyJIdNWVhdnZ1qHhZGQlMSJpKQifyeAQ0djCtL8/fwI8PNj3+HD5Nri93B3p0VICLEJCSSfPl2Q\nt1VoKJlZWUQXmj030N8fPx+fIv8eTJlqb5l2HTzET9tj6Rlaj6TkxFpRpqr8O9mryrrA2iqJXqo6\n6pz0G4DHVPV6EWkG/A0kA3ts6ZHnHayQmtgFNjc3l/j4eIKDg1FVfvvtN6655hoAYmJiOHXqFG3b\ntiUpKQl//8r9BZSTk4Orq2uJ74tT3Z+XYZTH8l3x/Oerzcy8t5u5kiiHi6ILrO1W07vAfwBU9Yiq\n+gEtgZXAjOqLrvyOHTvGwIED+eGHHxARZsyYwdy5c1FV7r//fmJjY4mOjua6667jr7/+YsCAAect\nSlSvXj0GDx5MVFQUISEhDBgwgH79+gHQpUsX+vbtS4cOHc6bLrx3795kZ2ezefNmlixZwksvvWRG\nZRu10uJtsfjVdeMfLcySpI5UbZWE7arhe+BuVY0qvE1VLcB/gXbVEFqFNWvWjOXLl3P8+HHuvvtu\n9uzZw8SJE+natSvr1q3j9ddfZ/ny5cyfP58DBw6wbNky1q1bV+TRpk0b5s+fD1gnAVy2bFnB1Bx+\nfn6sWrWK1157rcitrlWrVnHFFVfg5ubGyy+/TNu2bXnggQd47rnnitx+MoyL3ZmsXFbsOc6N7Rvj\n4mx68jtStXy6ItIE+AG4X1W3FE4Xkfy2iTuBDdURX0WtX78eLy8vHnzwQWbNmsWmTZv47rvvCAsL\n49SpU/xsyobDAAAgAElEQVT555+EhoYSEBDAiBEj+OSTT+jVqxe9evVi5MiR5x3vwIEDzJgxA1Ul\nKioKb29vwNqukZqaWlABfPTRR4wcOZJ58+YRFhZW8Lj55pu57777TEVh1Bor9hwnM8fCTR1MryZH\nc3jDtYh4YW1n8AI8RKQvIEBD4FsRyc/a1vaYbmvIPgDcX9Hzx0+YQNaeyl10yP2yNjR+4YUSt2/b\nto377ruPhQsX0qJFi2LzZGRkcM0117BgwQIOHz7M5MmT6dSpE3379j0vr6urK/Xq1QNg7NixvP76\n6wBceeWVTJ48mQMHDjBs2DAWLFjAHXfcweTJk1m+fHnB/o899hgvv/wy99xzD7Nnz65AyQ2jZli8\nLY7G3h5cEWqmBHe0qujdlAqE25n9F6CpA8OpEqNHjyYgIACLxcJnn33G7NmzyczMJCoqil69egGw\naNEiGjVqhK+vb5nHCw0N5dZbb+Wzzz4jMDCQF198ER8fHwA8PDz44osvGDp0KDfeeCOhoaEMGjSI\nLl26YLFYCAwM5OTJk9x7770888wzDi23YVSFlPQcVu9P4J4eoTg5Sdk7GBVS64colvaL35G8vb1J\nS0vjgQce4IEHHiAyMpLnnnuO77//viCPqrJ3b+lXOXl5eSxdupT+/ftjsVj48MMPGThwIIsWLWLD\nhg1Mnz4dgGnTpjF27Fj8/f156qmncHNzo0mTJtxyyy188803pKam4uXl5dAyG0ZVWL4rnpw8ZVAn\nc6upKtT6SqK6fPDBB9x999088sgjAOddSfTu3ZujR49y//3WO2ojR46kbt26560/ER8fz9ChQ/nw\nww/p378/Hh4e3HnnnTz22GPs2bOHr7/+GqDgyiLf6tWref/99wFIS0vD09PToeU1jKqyeHsszRp4\n0r6JT9mZjQozlYQDHDt2jIMHDzJ06FCGDh0KcN6VRE5ODu3bt+fLL7+kcePGjB8/vqDdQVULBt5t\n3br1vIqjUaNGLFu2jMaNG3Pw4MHzxlr88MMPeHl50axZMwCOHz9O586dHVpmw6gKJ1Kz+CvyJGP6\nhlOoPdNwIFNJOMCWLVsYPXp0qXlWrlxJ9+7dcXZ2LqgEVJUOHTqQlpZGnz59APjpp5947LHH6Nq1\nK127duXqq68mPDycDRs2EBUVxSuvvEKzZs346KOPAGtPqG+++YZZs2Zxzz33sHv3blxcXHj00Ucd\nW2jDqAJLd8ZhUcytpipk14hrEXHC2iV1OBAGKJAHbAL+q6rrHBlkaWriiGt7paenl3kbKDMzEw8P\nj4L3p0+fLugCaw9VLfMX18XyeRnGrZ+uITUzl+WP967uUC56lTbiWkQaAT8BTYCHVPUyVW0LdAQ+\nBUaLyJTSjmEUz552gsIVBHBBFQRgLsmNWuPYqQw2HUk2VxFVzJ7bTXWBkaoaVzjRNip6A7BBRPo4\nIjjDMIx8S7bHAjCwg1mBriqVWUmo6iE78qyunHAqjz23WQyoqgkeDaOiFm2LpWOwD80a1K3uUC4p\ntXLSEw8PDxITE80XYBlUlcTExPNuaRlGTXPoRBo7j502iwtVg1rZuyk4OJijR49yotB87UbxPDw8\nCA4Oru4wDKNUP26PQwQGmrmaqtwFVRIiMllVH7a9fgfoCkxT1W8cEVx5ubq6EhYWVt1hGIZRCVSV\nRdtiuSLUj8Y+5qq3qtnTu+mrQm+75L9Q1WeA+4BxDojLMAwDgL3xqUQmpDHI3GqqFva0SZQ4OZ+q\nHgZOVl44hmEYRS3aFouzk3BDu8bVHcol6ULbJOqIyLxC712xdpE1DMOodKrK4m2x9ApvSIN67tUd\nziXJnkqicBehLODlc7bFYBiG4QBbY05xNDmDx/q3qu5QLln2VBKFBxtYVHWfo4IxDMMobNG2WNxc\nnLguolF1h3LJsqdNovCVhKeI7BCRv0TkQxEJdUxYhmFc6vIsypLtcVzd2h9vD9fqDueSZU8lUfhK\nIl1V2wP/ArYDy0XEzEFtGEal23A4iYTULDOArprZU0lsKfRaAFT1hKp+AQwFZomImyOCMwzj0rVo\nWyyebs5c08bcaqpOZVYSqvpQoberz9m2HZgCNCjrOCJSR0RM65NhGGXKybOwdGcc17ZtRB035+oO\n55Jmz2C6+rb1JFDV52xpT4jIdhH5Cfj73Bliz9nfW0QWAMeBZwqljxWRaBHZJyI3FEqfKCJHbW0f\nl1egbIZhXKT+PHCSU+k53GSm4ah29txu+hlYISIFC8qq6vuq2gF4HphUxv4W4GPgifwEEWkBPARE\nAIOB6SLiKiL9gF5AqC3/dPuLYhhGbbF4WyzeHi70buVfdmbDoeydBfYzYOW5vZlUdRtQ6ggXVU1T\n1V+B3ELJg4F5qpqqqruBKOByYAgwQ1VzVfUXwF9EzDBLw7iEZObk8fPu49zQLhA3lwubqDrHkuOg\nqC5ddg2mU9V5InIYWCAiY89ZPyK3pB1LEQLsLPT+KBBoS19YKP2YLT2+8M4iMhoYDdYZX3dFRhZs\nax4cAsCho2fH+Pn7+RHg58e+w4fJzcsDwMPdnRYhIcQmJJB8+nRB3lahoWRmZREdd/YOWqC/P34+\nPkXO4+XpSdOgIKJjY0lNTy9IjwgPJyklhbhCM9A2DQzEw92d/VFRBWn1vb0JCgjgYEwMmVlZALg4\nO9M6LIyEpCROJCWZMpkyXZJlWrbrOGlZuXTwt/a+t7dMPx1fxKyds3il3Zs0rhNYo8pUE/9O9ipz\njWsR2aCq3WyvA4E5wPeq+rEtba2q9ijzRCIjgF6qOkpEPgU2qep027Y5wDfAg8Ak25UHIrIOGG1r\nIC9WcWtcG4Zx8Rrz9WY2HE5m/QvX4Oxk38JhWXlZXPvdtSRnJRPuG87XN36Np2vZywNfyiptjWsK\njZOwNVD3B1qJyGIRuR3rVB0XKg7rmtn5grFO73FuehDWqwzDMC4BqZk5/LongX+2b2x3BQHwc9TP\nJGclc2+7ezmUcohxa8aZRccqSamVhIj4Ag8XTlPVHFV9BJgAdAQeLcd5lwDDRcRTRNoCfsBWW/o9\nIuIsItcC+1U1qbQDGYZRe6zYc5ysXAuDOl1Yr6a5++YS6h3K2C5jGdtlLMujlvPFzi8cFOWlpaw2\nid7ABBFZDmwrZvseoBPW0dfFEhEv4G/AC/AQkb7A/cBsYBeQCYxSVRWR+UAf4BCQCNxxQaUxDOOi\ntnhbHE1869A5pL7d++xJ3MO2E9t49opncRInRkaMZHfibj7a8hFt/Nrwjyb/cGDEtV+pVxKqugjr\n1cJvwJ3Ah1hvAbnaHi6259KOkaqq4araSFV9bK9XquoEVQ1T1ctU9S9bXouqPqqqzVS1i6rurYQy\nGoZxEUg+k83v+08wsGMgThdwq2nuvrl4OHswKHwQACLCaz1fI7x+OE///jQxp81E1RVhz4jrPFVd\noqrXAXcDbYBvVHV6/sPhURqGUest2xVPrkUvaADd6ezTLDm0hH82/yfebt4F6Z6unnx09UcIwthV\nY0nPSS/lKEZpLqgTsqr+qKojVDXDUQEZhnFpWrwtluYN6xIR5F12ZpuFkQvJzMtkeJvh520L8Qrh\n3d7vcvDUQdOQXQEXNlLFMAzDARJOZ7L2UCI3dQxCxL5bTRa1MHffXDr6d6SNX5ti8/Rs0rOgIfvL\nXV9WZsiXDFNJGIZR7ZbsiEMVbuoYaPc+6+PWc+T0EYa1HlZqvpERI7k+9Ho+2vIRa46tqWiolxx7\nJvhrISKl3iQUEdN9wDCMclu0LZbLAr0JD/Cye585e+dQ370+14deX2q+/IbsFr4tTEN2OdhzJZEG\nfCEiL4pIWOENInK5iEzD2vPJMAzjgsUkpfN39CkGXcDiQvFn4ll1dBVDWg7Bzbns5WzyG7IB05B9\ngezp3XQc+CfWSfg+FpHdtsdOYCzWCfkedGyYhmHUVj9ut86BNLCD/beavtv/HarK0NZD7d7HNGSX\njz0T/KGqecDXtodhGEalWbQtli5NfQnxs2+upZy8HP63/3/0Ce5Dk3pNyt6hkPyG7A82f0DbBm25\nt9295Qn5kmIarg3DqDZ74k6zJ+70Ba1jvSJ6BYmZiQxrU3qDdUlMQ/aFMZWEYRjVZtbaI7i7ODG4\ns/1XBHP2ziHEK4SeQT3LdU7TkH1hTCVhGEa1SEnPYcHfx/hXpyb4epbd+AywP3k/WxK2MKz1MJyk\n/F9fpiHbfmW2SYjIuFI2K7BBVZdXXkiGYVwKvtscQ0ZOHnf3bGb3PnP3zsXd2Z2bW9xc4fPnN2Q/\n+OuDjFszjnd7v2v3QL5LiT1V8WBgNdaZWVcDa2zPacBaYLLDojMMo1ayWJSv1h3hitD6RAT52LVP\nWnYaiw8tZkDoAHw9fCsljp5NevJo50fNiOxS2FNJJNuWK73b9vyC7XmAqq4ATpS+u2EYRlGr95/g\nSGI6d/cItXufRQcXkZGbwe1tbq/UWO5td69pyC7FhaxM11hEXgCa2Z5Dbem3OiIwwzBqr5lrowjw\ncmdAu8Z25VdV5u6bS7sG7YhoGFGpsZzXkJ1qGrILs6eS+NH2nAr8CpyyPScBqGqsY0IzDKM2ijp5\nhlX7TvDvK5vh6mxf4/Om45s4lHKo3N1ey1KkIXulacgurKzlS/2AjiLiBESp6npgte05tSoCNAyj\ndvlq3RFcnYXbrwyxe59v936Lj7sPA0IHOCwuMyK7eGVV4+2A94C3gWwR+QKob3s+KiJf2l4bhmGU\n6UxWLvM2xXBDu0ACvDzs2ichPYHfon9jcPhgPFzs26e8Cjdkz9o9y6HnuliU2gVWVX8XkY7AOtvD\nGzgN1MN6JWH6ixmGYbcFW4+RmpnLPRfQ7fX7/d9jUQu3tbrNgZGddW+7e9l5cicfbv6QLgFdaO/f\nvkrOW1OVdbspAJgJHMBaOXxpe74TWAqMA8o37NEwjEuKqjJrzREigrzp0rS+XfvkWHL4fv/3/KPJ\nPwjxtv/2VEWICON7jifAM4Cnf3+a1OxL+856WbebFBipqtuBm4AXVTVVVV8GugCzgar5yxmGcVFb\nfziJfcdTuadnqN2D1lZGr+RExgmGtz5/eVJH8nH34e3ebxN/Jp5X1756SbdPlFpJqOoJrG0Q/YB4\nQEWkn+19H6y3q74qz4lF5DkRiSz0yBSRG0Ukp1DanPIc2zCMmmfmmih8PV0vaN2IOfvmEFQ3iF5N\nejkwsuJ1CujEw50fZnnUcn448EOVn7+msGeq8KtK2eaFdcT1BXdcVtWJwEQAEfEB/gZ+Bo6paviF\nHs8wjJor9lQGP+8+zqirwvBwdbZrn4OnDrIxfiOPdXkMZyf79qls97a7l/Vx65m4YSId/TsSXv/S\n+2oqs5JQ1VdL2y4i11VCHP8GvlfVXDN3imHUPt+sj8aiyp1XXsA8Tfvm4urkyuCWgx0YWemcxIm3\nrnqLWxbdwtO/P823//zW4T2sahp7JvgLwrrYUHE35a4DHqqEOO7DWlEANBCRg0A08LSqbiomptHA\naIDg4GB2RUYWbGsebG0iOXT07KhJfz8/Avz82Hf4MLl5eQB4uLvTIiSE2IQEkk+fLsjbKjSUzKws\nouPiCtIC/f3x8/Epch4vT0+aBgURHRtLavrZgTcR4eEkpaQQd+LsbCVNAwPxcHdnf1RUQVp9b2+C\nAgI4GBNDZlYWAC7OzrQOCyMhKYkTSUmmTKZMtaJMp89k8NXaw3QLqcfppFiSnMsuU0ZuBgsOLLCu\nX53lzK6jZ/NWdZmyUy38p/kjvLX7VZ5f8SLv9H+7Vvyd7KaqpT6AlrbnzkBr2+uOQKOy9rXnAVwO\n/FVM+lAgpqz9L7/8cjUMo+b63+YYbfbsj/rH/hN27zN371xtN6Odbk3Y6sDILsx7m97TdjPa6bLD\ny6o7lEoBbFI7vqPtGRM/wfbcGWgtIi2AqVjHSlSG+4Hp5yaq6ndAHRGpnOkeDcOoFjPXHqG5f13+\nEd7Arvyqypx9c7jM7zI6NOzg4Ojs90jnR+jQsAOvrnmVY2nHqjucKmNPJZErIjdibZzujHUE9pdA\nCxG5riJtEiJSF2vX2nm29w3zKwURuQFIVNVT5T2+YRjVa2vMKbbFnOKeHvZ3e92SsIUDyQcY1npY\njVrfwdXJlbd7v42iPPP7M+RYcqo7pCphTyVxHOgLBAMjgW6AP9De9mhXgfMPA5apaprtfSDwt61N\n4kWgaoZYGobhELPWRlHXzZkhXexfnnTu3rl4uXpxY/MbHRdYOQV7BTO+53i2n9jOJ39/Ut3hVAl7\nusAeB/4EWgHfAJnAs8AUVf2+IidX1S+ALwq93wGEVeSYhmHUDIlpWfy4LY7bu4Xg5eFq1z4nM07y\nS/QvDG89nDoudRwcYflcH3o96+LWMX3ndLo17kbPJrV70gl7riT+wFpRnACS1LpU6SBggIh0cmRw\nhmFcvOZsjCE7z8JdF7Cw0P/2/49cSy7DWjtmSvDK8swVzxDuG87zfz7PyYyT1R2OQ5VZSajqn6q6\nX1UXqeofIvKRqqap6ihV3VoVQRqGcXHJzbMwe90ReoU3JDzAvj4uuZZcvtv/HT0CexDqE+rYACuo\njksd3u39Luk56bzwxwtY1FLdIdklPSed+Qfmc/fSu+3ex74VPwAR+UZEfgHuEpFfROTn8gRpGEbt\nt2LPceJSMrm7h/2D51YfXc3x9OMOW1iosoXXD+fZbs+yNm4tX+6suetjqyrbTmxj/JrxXD3vasat\nGUdyZrLd+9szmO5XYC0QrKq9ReQPVb1WRP6oQNyGYdRiM9ccoYlvHa65rJHd+8zZO4fGdRvTJ7iP\nAyOrXLe0vIV1cev4+O+PubzR5XQKqDl34JMzk1l8cDHzI+cTeSqSOi51uK7ZdQxpOYTOAZ1xsvMa\nwZ6GayfgMPCEiAzCOuFf/vNNwG5VPVjukhiGUavsi09l7aFEnruhDc5O9nVhPZxymHVx63ik8yO4\nONnztVQziAiv9HiFnSd38uzvz/LdoO/wdvOutnjyLHmsi1vHDwd+4LeY38i15NKhYQde6fEKA0IH\nUM/twoe3lfrXEJH2gLuqTheREUBLwNP2XAfr2In3be8NwzCYtTYKdxcnhnW1fxWBefvm4eLkwpCW\nQxwXmIN4uXnxdu+3GbF0BK+ueZVJfSZV+fiO2LRYFkQuYH7kfOLPxOPr7svw1sMZ0nIILetX7Ou5\nrCo7DLhMRLoDqqrvicjNhZ4nisitFYrAMIxaIyUjhx+2HGNQxyDq13Wza5/0nHQWRi7k2qbX0rBO\nQwdH6Bgd/TvySJdH+GDzB3x/4HuGthrq8HNm52XzW/Rv/HDgB9bFrQOgR1APnuz6JP1C+uHmbN/n\nX5ayli9dZLua+ArI/+vlV5H5s1ONqpRIDMO46P1v81EycvK4p2eo3fssPbyU1JxUhrep2oWFKtuI\niBGsj1vP2xveppN/pwr/gi/J/uT9zD8wnx8P/ciprFME1g3kwY4PcnP4zQTVs3+tDnvZM1X4URH5\nJ2dnaX3Pln6L7dl0gzUMA4tFmbU2ii5NfWnXxMeuffLnaWpZvyWdAzpX7PwZGeTExuLeokWFjlNe\nTuLEm73e5NZFt/L06qf5duC3lTIgMDM3k92Ju9l+YjvLo5azM3Enrk6u9GvajyHhQ7gy8EqHrrdh\nT++mblgn+cvv4+UlItuBVcAi4FfbjIKGYVzCfj9wgqjEdB6/tpXd+8zaPYu9SXsZ12Nche7jq8XC\n0Yce4syatTS4fxT+jz6KuNo3yrsyNazTkLeueov//PIf3t7wNuN7jr+g/VWV6NRotp/YzrYT29hx\ncgf7k/aTq7kAtKzfkmeveJaBzQfi61E1c5/a042gHfCf/B5MqvqVbVnRa4CBwG8Uv9aEYRiXkFlr\nj9Cwnjs3tAu0K/9Ph35i0qZJXNfsOm5peUuFzp04bTpn1qzFs2tXEj+fRvqGjQS9Nwm34OAKHbc8\negT14L729zFtxzS6B3ZnQNiAEvOmZKWw8+ROtp/czvYT29lxcgcpWSkA1HWtS7sG7RjZbiQd/DvQ\nvmF7GtSxbybdymTP7aaCuZVEZK6qDlPVHGCZiHioXiRDDQ3DcJgjiWdYuS+BR/q1xM2l7P736+PW\n8+JfL3J5o8uZcNUEnMTucb3nSd/yNyc++givGwbQ5P33SV2+nLiXXubw4CEEvv4a3gNK/pJ2lDGd\nxrAxfiOvrn2ViIYRhHiFkGvJJfJUZJGrhMMphwEQhBa+LejftH9BhdDcp3m1LdtamJR1p0hEPgPS\nbI+7gXeBdOAM1plaryo0i2uV69q1q27adN7idYZhVKE3ftzNjDVR/PVcPxp5l768576kfYxYNoLG\ndRszY8AMfNzta78oTl5KCocGD0acnAmb/wPOXl4AZB89yrEnnyRz23Z8hw2j0fPP4eRRtcuOHks7\nxtDFQ2lYpyF+Hn7sTtxNRm4GAH4efnTw70CHhh3o4N+BiAYR5RrDUB45cXGkrV6N3+23b1bVrmXl\nt+d2U3fgEayLDA3FWlnUBQKAJsAKWx7DMC5B6dm5zNsUw4B2jcusIGLTYnlwxYN4unryaf9PK1RB\nqCpxL71MbsIJQr/5uqCCAHALDiZ09mxO/N//kfj5NDK2bKHJ++/h3rLqhnQ1qdeE1//xOi/9+RJe\nrl7c0vKWgquEJvWaVNlYCs3LI2PbNtJWrSZt9Wqy9u27oP3tqSRSVfUPABF5QVW/yt9gG3nteUFn\nNAyjVlm4NZbTmblldntNyUrhwRUPkpmbyYwbZtC4buMKnTf5229J/eUXAp5+mjodzl/BTlxdCXjy\nSTyv7E7ss89yeOhtNHrxBXxvvbXKvqCvaXoN19xxTZWcq7C8U6dI+/Mv0lav5swff5B36hS4uODZ\npQsBTz9Nvb59IDzcrmPZU0moiLQG3sLWQC0it3O2csgrTyEMw7j4qSoz10RxWaA3XZvVLzFfZm4m\nj/z2CDGpMfz32v/Sqr79PaCKPd7evSRMfJu6va/Cb+SIUvPW6/UPmi+YT+yzzxL/8jjS166l8auv\nFrnyuNipKtmRkaSuWkXa6tVk/L0V8vJwrl+fen36UK9vH+r+4x84e1/4lCH2VBICjAMeB2aLyH3A\nv7C2T4ywPQzDuARtjEpmb3wqE4e0L/HXeZ4lj+f/eJ6/E/7m3T7vckXjKyp0Tkt6OscefwJnHx+C\n3noLcSq70dvF35+QadNInDadEx99RMb2HTR5/71ir0AuFpbMTNI3bCBt1SrSVq0mJzYWAPe2l9Fg\n9P149emDR/v2iHPFGr/tupJQ1X8DiIgC36rq9Pz3qrq7QhEYhnHRmrkmCp86rtzcqfjlSVWVtze+\nzYroFTxzxTMMCK14T6P4198gOyqKpl9+gUsD+7uEipMTDUffj2fXrsQ+9RRRd/ybgMcfw2/kSLsq\nmpogJz7e2rawahVn1q1DMzOROnWo27MnDR74D/X69MG1kf0z79rDnkqiuYg8DxwCfAAvrL2bDMO4\nhMWnZLJsVzz39Qqjjlvxv1a/3PUl3+79lnva3sNdbe+q8DlTFi0iZf58Go55kLrdy9dfxrNLZ8Lm\n/0Dcy+NIeHcSZ9atJ2jiWxdU4VS1jO3bSZj0HukbNgDgGhyM7623Uq9PHzy7XYGTu7vDzm1PJTEQ\n60R/zYH6wFQRCbLta//KFYZh1CrfrD+CRZU7ryx+YaHFBxfzweYPuCH0Bp7o+kSFz5cdFUX8+Fep\nc/nlNBwzpkLHcvbxoclHH3Jq7lyOT3iLQ//6F03eeYe6PXpUOM7KlB0dTcIHH5C6dBnODRrg/8QT\neF3TD7fmzaus8d2eSuI4cBrYDvTD2jaRH52KSCNVPV6ek4tIFJBrexunqleJyFjgSSADeExVl5bn\n2IZhOE5Wbh7fbIimX+sAmjY4v4Pjmtg1jPtrHN0ad+ONXm9UaLAcgCU7m2NPPIm4utJk0ruIS8XX\nnBAR6g8fTp3OnTn2xJNE33sfDUaPxv+Rhyvl+BWRm5TEyU8/I3nOHMTFhYYPPYTfyJE416tb5bHY\n80nMBSJtrxOAv4ClWCuKAcA7wAflDUBVC/phiUgL4CGs61SEACtEpJlthLdhGDXE0h3xnEzL5u5i\nur3uSdzD4ysfJ8w3jA+v/rBSpqxOmDSJzN27CZ7yCa6B9k37YS+P1q0J+24e8RMmkPjf/5K+YQNN\nJr2La5Pi21kcyZKRQdKsr0j8/HMsGRn43norDR8ag2tAQJXHks+u3k2qem/BG+vypfcWel3uCqIY\ng4F5qpoK7LZdaVwOrKvEcxiGUU4xSel8/sch5m6Mobl/Xa4KL7r+w7G0Y4z5dQze7t58es2neLlV\nvJtp6m+/kTzrK+rfdRde/fpV+HjFcfL0JOiNN6jbvQfxr7zCocFDaDj6fryuvRa3Zvav011empdH\nyoIFnPi/j8k9fpx611xDwBOPV9uMtoXZ1buplPcVndgvQ0QOYl2b4hWsVw87C20/Cpz3s0FERgOj\nAYKDg9kVGVmwrXmwdTWsQ0djCtL8/fwI8PNj3+HD5OZZh3V4uLvTIiSE2IQEkk+fLsjbKjSUzKws\nouPiCtIC/f3x8/Epch4vT0+aBgURHRtLavrZdvyI8HCSUlKIO3GiIK1pYCAe7u7sj4oqSKvv7U1Q\nQAAHY2LIzMoCwMXZmdZhYSQkJXEiKcmUyZSpxpTpt+2RfL89idUHT+MkwpAuTfhnSw/2HDpYUKYG\n/l6MWnY/GdkZvNrhLU7GpeIX2qBCZWpVrx7HnnsebdGcxCGDSYyMdOjfKT6iLbkffoB89BEJk94j\nYdJ7OIWFkdetG9qjO7RoQauwsMr7O6nCps24zZ5N7sGDaOvW6OOPc7pdBM5eXgSBw/7t2cueuZt+\nV9Xehd7/oapXFbetvETkKmA+8B2wqVAX2znAN6q6qKR9zdxNhuE4m48k8+mqSFbsSaCOqzN3XNmU\n+3qFEeRbdJ2EzNxMRv08ij2Je5h63VQub3R5hc+tubkcGTGCrN17CPvhf7iFhlb4mBci++gx0n77\nlRLu8eIAACAASURBVNRfVpC+eTNYLLgEBeJ1TX+8+vfH8/IuFWq7yNixk4RJk0hfv57/b+/M46Ms\n7j/+nr1zbO4EcgAJBCRcIiBaUEFur9ZiPepZreJRa4tXrUqtSq1aD9TaetWfihf1qFrFFhAEUfGA\ncgXCfeUgCTl3N8me8/tjNiGJhCSw2U1g3q/X89rnmeeamX32+ex8Z+b7NffrS9rsW7FPnxa2Dmkh\nRMh8N9W02l7R/D6dylUbSCm/CJqWSlD+oBrJAvYd8iSNRtMlSClZvrWcv32+g293VZIQbea3UwZy\n1Y+yDxmS1B/wc+eKO1lfvp7HJz4eEoEAOPC3v1P//WoyHn0k7AIBYMnKJOnKK0m68kp8lZU4ly3D\nseQzqhcsoGr+fIwJCcROmoR9ymRixo3rsANBT2Eh5U/Oo/aTTzAmJdHr3ntJvOhChCU04UZDTUda\nEg9y0KwkUaOOKlCjnTxSyv8d0Y2FiAHipJQlQoiTgI+Bi4AXgTFANvAuMPRwQY10S0KjCQ3+gGTh\nhhL+/vkONpXUkh5v49rT+3PJyX2IsR76/6SUkj998ycWbFnAXWPv4rK8yw55XGdxrfqGvVdfTfxP\nfkLGw38OyTVDRcDlwvnFShyffYbz888JOByI6GhiTzsN+5TJxE6ceEj3F76qKiqee47KN99CGI0k\nXf0Lkn/5S4yx4fH+2ppQtiSWtNq2AL1RbjkmCCEelVK+dgR5jAaWCyGMqNbK5VLKL4UQrwP5QANw\nrY56p9F0LW6fn/dWF/H8ih3sqaijf2oMj/5sBOePzGw3NsRLG15iwZYFXD3s6pAJhK+ykuI77sCS\nnU3vOfeG5JqhxBATQ9yM6cTNmI70eHB9+x2OJYtxfrYUx6JFYDIRM3YssVMmY588BWN8HJXz51Px\nwosEXC4SLphJys03h3xmdFfRkZbEdOA0WnZSC2A38D5wO/AHKWVEHP3ploRGc2Q43T7eWLWHf6zc\nRZnDzYiseG6aOICpQ3pjNLRvSf5g+wfM+XIO5/Q/h4dOO7rAQY3IQIB9N9xA3apvyF7wNra8vKO+\nZriQgQAN69fj+Ez1Y3iCHeuGuDgCtbXETpxI2m23htVd+eEIZUtiG+pffWtqpJRVqMBDGo2mh1Dh\ndPN/X+7mta93U9vgY3xuMk9ePJJxA5I73Gm6onAF9391P6ekn8KD4x4MiUAAVL76Gq4VX9Brzr2d\nFwhnOZTlQ84ECFPnb3OEwUDUyJFEjRxJ6q234tmxA8eSz3Bv3UrCxRcTc8rYsOcpFHQkfOlOlN8m\njUbTQ5FSkl9cy7urC3n7u724fQGmD+nNjRMHcGKfhA5fxxfw8fz653lh/QsMShzEvInzMBvNIclj\n/YYNlD3xBPapU0i89NLOnVy5C177MVTvhf4T4ezHICVy/9iFEFhzc7F2MGZDdyayc881Gk2XIaVk\n7b5q/rNxPws3lrCvsh6TQfDTkzK5fsIActM612G637Wf3634HWvK1vDjAT/mnlPuIdocmphjfoeD\noltvw5SaQvrcuZ0bBlpWAK/9BPxumPA7WPUc/O1HMP4WOP12sOi4aEeDFgmN5hgiEJCs3lvFpxv2\n85+NJRTXNGA2CsbnpvDrMwcyZUgvkg4xjLU9lu1dxpyv5uDxe3jotIc4b8B5IcuzlJL9992Ht7iY\nfvPnY4zvREjT4rUw/6dgNMMvFkKvIXDytbBoDnzxOKx/B856BAafHbL8Hm9okdBoejj+gOTbXZV8\nurGE/2zcT5nDjcVk4IyBqdw+/QQm5/UiPurITEJuv5snvn+CNwveJC8pj79M+Av94kLrpqL63Xep\nXfgpqbNnEz3qpI6fuOdrePMisCXAlR9ActCFRWwazHweRl0Bn9wGb/8cBs1QYpGYHdK8Hw+0O7qp\nu6NHN2mOR7z+AKt2VrBww34W5e+nwuXBZjZw5glpzBjWm0mD07Dbjq6vYFfNLu5ccScFlQVcnnc5\ns0fPDomzvubUb8xnz+WXEz3qJPq89FLHg//sWApvXQrxmXDlhxCfdejj/F5Y9Xf4/GGQfmV+Gn8L\nmLou/kJPoaOjm7RIaDQ9BLfPz1fbK1i4oYTFm0uprvMSbTEyaXAaZw9PZ+IJqURbQmMc+GjHR8xd\nNRer0crc8XOZ0GdCSK7bHG9xMbsuvhiD2UL2PxdgSklp/ySAzf+Gd6+BlBPgin9BbGr759QUwX9/\nD5s+hKQBcPZfIHfy0RWghxPKIbAajSaCfLGtnPfXFLFkcymOBh92q4kpQ3px1rDenDEoFZv56GIY\nN8fldTF31Vw+3vkxY3qN4eHTH6ZXTOgnffkdDvZdfz2ywU2fl1/uuECsWwAf3AiZo+CydyAqsWPn\nxWfCRa/B9iWw8A54fSYMOR+mP6T2adpEi4RG000prKrjjx9tYsnmUuKjzMwY2puzh6czLjcZqyl0\nwtDIpopN3LH8Dgqdhdw08iZmDZ+F0RD6+0ivl6Lf/Ab3rt30ffGFjk8u++4l1ceQcwZc8hZYj8Cd\nRe4UuPFr+Opp1bG9bTFMvAtOvVF1fmt+gBYJjaab4fUHeHnlLuYt2QbA788azNXjc9p1kXGkSCl5\nffPrPLH6CZJtyfxj2j8Y07tdK8QR36vk/vtxffU16Q891PFwoSvnwZL7VAf0ha+CuWPO9A6J2QYT\n7oThF8Knv4PFc2Dtm3DO45A9/sive4yiRUKj6UZ8v7uSe/61kS2lDqbkpfHHHw8lK7HrxvlXNVQx\n58s5LC9czsQ+E3lw3IMk2Do+ua6zVLzwIjXvvkfyjTeQMPOn7Z8gJSydC188BkNnwswXQvePPykH\nLl0AWxYqsXjlbDjx5zD1ATVCSgNokdBougVVLg+P/KeAt7/bR0a8jReuGM20ob279J7f7f+Ou1bc\nRZW7irvG3sWlgy/t0lgGNZ98QvmTTxJ37rmk3nJL+ycEAqqz+ZvnYNSVcO48CLX5SwgYfI6apb3i\nMfjqGShYCJPnwJhrQn+/HogWCY0mgkgpeW9NEQ8t3ExNvZdZZ/TnN5MHtumaOxQ0utZ4ft3z9Ivr\nx7NTnmVw0uAuux9A3erVlPz+bqLGjCb9oT+1L0YBP3x0C6x9HU79FUz/U9f6Y7LEwJT7VEti4W2w\n8HYozYfz5nXdPXsIWiQ0mgixvczBPf/ayDe7KhnVN4E//XQ4eek/jEMQSrrStUZbeHbvpvCmX2FO\nTyfrmWcwtBdcx+eB96+DTR/AhLtUx3K4HPalDoIrP4L/3KVaMCf+HPqeEp57d1O0SGg0Yabe4+ev\ny7bxwoqdRFtM/HnmcC4e0wdDB9xzHw3flnzLrctvxev3hty1Rlv4qqrYe/31YDDQ54XnMSW2M2TV\nWw//vBK2LYJpc2Hcr7s8jz9ACJg0R83H+ORWmLUcjMfvq/L4LblGEwGWbSnjDx9uZF9lPTNHZXL3\n2XmkxHb97N8le5Zw54o76Wvvy1OTngq5a41DEXC7KfzVzfhK9tP3lVew9Gvnnm4HvHkJ7PlS9T+M\nubrL89gm1liY8TD88wrVohh3c+TyEmG0SGg0YWB/TQMPfJzPwg376Z8aw1vXncqPBiSH5d7vbH2H\nuavmMjxlOM9OfpZ4aycc6B0hMhCg5Pd3U79mDZnznmzfJ1NdJbzxM+Wwb+aLMOLCLs9ju+SdBwOn\nw+d/hqE/PW4n3WmR0Gi6EJ8/wPxVe3h80Va8/gC3TxvEdWf075LJcK2RUvLihhd55n/PcHrm6Tw+\n8XGiTFFdfl+A8qeepnbhQlJvu5W4GTMOf7CjVHlyrdgGF89Xo426A0LA2Y/Cs6eqPoqL50c6RxFB\ni4RG00Ws21fNPR9sYGNRLRMGpfLAT4bSLzkmLPcOyACPfPsIbxa8ybn9z+WB8Q9gNoRnRnH1u+9S\n8fzzJFx4IcnXXtv2gX6v8qW0dC44S+HSf8KAM8OSxw6TmA1n3A5LH1SzswdOjXSOwo4WCY0mxAQC\nkicWb+XZz7eTGmvl2UtHcfbw3l06B6E5Xr+Xe768h093fcoVQ67g9jG3hyy8aHs4v/ySkvv+SMz4\n8fT+w5xDl7m+Gta8Bt88D7WFyuHeFR9031FE426B9QvUsNibVoE5PK2x7oIWCY0mhDgavMxesJYl\nm8u4aEwWc84dctQuuztDnbeO2Z/P5qvir/jtqN9yzbBrwiZODVu3UvSb32IdMIDMp+YhzK3KXbVb\nRY3733zwOCH7dDjnMWX376iL8EhgsiiXHa+ep/w9Tbo30jkKKxETCSGEDXgamAhYgXlSyieFEF5g\nT/Cw76WUl0QoixpNp9hT4eLaV79n5wEXD/xkKFec2i9sL2hQLjZ+9dmvyK/I5/5x9zNz4Myw3dtb\nVsa+62/AEBVFn+efwxjbzPnevm/h67+qIaXCAMMugFNvgoyRYcvfUZNzBoy4WPmQGnFxRONnh5tI\ntiRigP8C1wPJQL4Q4l2gSErZ86OHa44rvtx+gJveWIMQMP+asYzL7aDr6xBR4izh+iXXU+Qo4omJ\nTzC5b/hiJQTq6ii88Sb8NTVkvz4fc3o6+H1Q8G/4+lko/A5s8TD+NzB2FsRlhC1vIWXaXNj6HzV3\n4sqPwjfBL8JETCSklBXAe8HNA0KIfUDXeRbTaLoAKSWvfrWbBz/ZzIDUGF668mT6JnftDObW7Kze\nyazFs3B5XTw39TlO7n1y2O4t/X6Kbrudhs2byfrbs9j6ZylhWPUc1OyFxBw46y8w8tIjc+3dnYhN\ng8l/UO7KN7zbPYbphoFu0SchhBgG2ICNQLIQYgewF7hDSvmDsHNCiFnALICsrCzyt29v2tc/qw8A\nOwv3NaWlJiWRlpTEll278Pn9ANisVgb06UNxWRlVtbVNxw7KzqbB7WZvSUlTWnpqKknx8S3uY4+O\npm9GBnuLi3HU1TWlD83NpbKmhpLy8qa0vunp2KxWtu7e3ZSWGBdHRloaO/bto8HtBsBkNHJCTg5l\nlZWUV1bqMnXzMhWVH+CBjwv475YaTukby7OXjSHGamxx/64u05rStTyy6UGMwsQrM14h1di7xbFd\n/T35//Y3xLJlmK+7Art7MYEnLsPgceJKO4mKCbeQPv5KGrw+9u47Rp69+NPJyzgJ/vN7tphyCVjs\nPbZMHSXi4UuFECnAYmCWlPK7ZukXAk9IKfsc7nwdvlQTCQ443dz4+mq+213FzWfmcuvUQV3uVqM1\nK4tWcuvnt5ISlcLzU5+nj/2wP5WQU/naa5Q+9GeSxvWmV791KnHoT+FHN0Hm6LDmJawUr4UXz4Qx\nv1Qd7z2UHhG+VAiRCHwM3N1cIACklO8IIf4uhEiQUlZHJocazQ/JL67hule/p7LOwzM/P4nzTgy/\njf2TnZ9w78p7yU3M5e9T/k5KVBj7QNxOav7vUUrnvYM9q560Advh5Jtg7PWQEF6higgZI+Hk6+Db\nF5QZLXNUpHPUpURydFMc8G9grpTy02BaCuCTUlYLIc4CKrRAaLoTn6wv4fZ31pEQbebdG8YxLLPr\nXVy05o3Nb/Dwtw8zptcYnp70NPagyaNL8dTBtkV4v3yL0ne+x7HPgi0NMubcijj1arCGIQ/diUn3\nKC+1H8+G65Ye03EnItmSuAU4CZgnhGh02n4B8IEQIgCUABdFKnMaTXMCAcm8JVt5eul2RvdL5LnL\nR5Nq73rHfM2RUvLM/57hxQ0vMqnPJB6d8ChWYxfmwdsA25dA/r+Qmz6lIl9wIN8OwkbqL84n6bdz\nMNiOIoxoT8YWD9Mfgvd+Cd+/DGOvi3SOuoxIjm6aC8w9xK6ccOdFozkcLreP2QvWsmhTKReNyeLB\n84eFxfdSc/wBPw+uepD3tr3HBQMv4N5T78Vk6IKfr88DO5fBxvdVWE93La7qFPavycBT5iJ20pn0\nuvseLFnHp7O7Fgy7QE0M/OwByPsx2HtFOkcdQ0oo3djhw7vF6CaNpruyr7KO6177nq2lDu47bwi/\nGJcd1glyAG6/m7tW3MWSvUu4bvh1/PqkX4c2D34v7FoOG/+l5jY01IAtHm/mdMq+bKB2+WrMWYlk\nPfcY9okTQ3ffno4QcPbj8PcfwaJ74IKXIp2jtnE7YOfnKk7HtsXgKGn3lEa0SGg0bfD1jgpuemM1\n/oDk1WvGcvrA1LDdu7yunPXl61l3YB0ri1ayrWobd558J1cMuSI0Nwj4YfcXkP8v2PQR1FeCxQ6D\nz0Hm/YSqVaWUP/Us0uMh5aabSJ513fFrWjocKblw2mxY/giMvKz7OCiUEg5sC4rCItjzFQS8YI1T\neRw4De7v2LMU8SGwR4seAqvpCuav2sP9H+WTnRLDi1eOISel67y3uv1uNldsZl35OtaXr2fDgQ2U\nuNQ/PZPBxODEwVw17CpmZLfjcrs9/D7Y9w3kv6+8r7rKwRwDJ5wFw2bCgMnUbdjM/gcewF1QQMzp\np9P73nvaDxZ0vONtgL+dqjqvb/wKTOHtqzqYj3rYvRK2/lcJQ3XQu1FqHgyapoShzylgVD61esQQ\nWI2mu+HxBbj/3/m88c1eJg1OY94lI4kLoYM+KSWFjkLWHQgKQvkGCqoK8AV8AGTEZHBi6olcnnc5\nI1JHkJecd+Sd04EAlG1SpqRdK2D3l+BxgCkKBk1XcxoGTgNLNL7KSsrue5Ca99/H1Ls3mU8/hX3q\n1LCb1nokZpuaL/H6BfDlUzDhzvDdu2q3Mh9tW6S+Y18DmKMhZ4JygzJwKiT0PapbaJHQaFCR477Y\nVs5b3+5lzd5qbpgwgDumn4DxKCfIOTwONh7Y2NRCWF++nip3FQBRpiiGpQzjqiFXMTx1OCNSRpAa\nfRQmLSmhcqcShZ3LlTmprkLtSxqg3EjkTIDcKU0uMqTfT/XbCyh78kkCLhfJ1/6SlBtvxBATnrgX\nxwy5U2DI+bDiMRj+M0jq3zX38Xlg79cH+xYObFHpiTkw+hdK9PuNV8IVIrRIaI5L6jw+vtlZyRfb\nDvDFtnK2lTkBSIm1Mu/ikZx/UudH7zg9TgoqCyioLGBz5WY2VWxiR/UOJMqk2z++PxP6TGBE6ghG\npIxgQMKAox+hVFus/kHuDLYWagtVuj1DvTByzlBLfNYPTq3fsJH9DzxAw4YNRI8dS+8/zMGaq31r\nHjEz/qyGDC+8Ay57N3QOAAN+1em89k1lSvI4wGiB7NNUHPCB0yB5QGjudQi0SGiOCwIBycbimiZR\nWL2nCq9fYjUZGJuTxIVjsjh9YCqDe9s7ZGI5UH+gSRA2VWyioLKAfY6DfnNSolLIS8pjevZ0RqSO\nYFjKMOIscUdfkLpKJQaNS8U2lR6VBDmnQ85syJmoXhptlMNfU0PZvHlUv70AY3IyGX/5C3HnnqNN\nS0dLXAaceQ/89/eqz2fo+Ud3vYodsPYNWPc21BZBVCIMv0DF38g5I2wOE3XHteaYpai6npXbylmx\n7QBfbT9AVZ0XgLz0OM4YmMJpA1M4OTsJm7ntOQ9SSoqcRU2tg80VmymoLKC8/qBztqzYLPKS8xic\nNJi8pDzykvNC5ybD51Zmox3LlBlp/0ZAgiUW+o0LthQmQK9h7QbukT4fNR/9m7LHHsNfXU3iZZeR\nesuvMdqPs9nSXYnfBy9OBFcF3Pxt52eiux1qxNnaN5VZSRiUKWvkZWqAQQg7xXXHtea4w+n2sWpH\nBSu3H2DFtnJ2lrsASLNbOXNwGmcMTGV8bkqbM6UDMsDumt3kV+S3MBs5PA4AjMJITnwOp6afqgQh\nKAwhd4vRUAvbF8Pmj5XdudG80OcUOPNuJQqZo5pGqRwO6fHg+vprahctwvnZUvzV1USNHEnvf7yE\nLS8vtPnWgNEE5zwJ/5gKy/4MMx5q/5xAAPasVMKw6UPw1kHKIJhyvwpwFJfe9fk+DFokND0SKSX7\nKuvJL64hv7iWb3dVsmZvFb6AxGY2cEpOMpeO7cvpA1MZ1Cv2kKYUb8BLQUUBa8rWsLp0NWvK1lDj\nrgHAarQyKHEQM7JnNLUQBiYOxGbqorkCjlI1w7ngY9W/EPBCdIoyWeSdp0J9WjoWpyLQ0IBr5Uol\nDMs+J+BwYIiNJfbMM4mbMZ3YM89EdOdwoT2dPifD6Kvgm+dg5M+h9/BDH1e1B9a9pcSheo+awzDi\nIhh5OWSN6TZBjbS5SdPt8fgCbC9zNgnCppJaNhfX4nCrYaNGgyAv3c5puamcMTCFUf0SD2lCavA1\nsOHABr4v/Z41pWtYV76Oel89AH3tfRnVaxSj0kYxLGUYOfE5XeP2ojkVO5QoFHyiQnwiIaGfEoXB\n50KfsR12HBdwuXCuWKGEYfkKZF0dxvh4YidPxj5tKjHjxmGwWLq2PJqD1FXCX09Wo5yu+e9BU6Cn\nDjZ/BP97XZkREdB/ghKGvHPBHBW2LGpzk6ZH4mjwUrDfQX5RDZtKaskvrmVbqROPPwBAlNnI4HQ7\nPzkpgyHp8QzNiOOE3vZDikKtp5a1ZWtZXbqa1aWrya/IxxfwIRAMShzE+bnnM6rXKEanjT66oacd\nRUooWavMSAWfQPlmld57BEz8vXpJpA3p8D9Iv8OBc9kyahctwvXFSqTbjTE5mfjzzlPCMHYswhy6\nOR6aThCdpMKdfnAD/O81SB2shCH/A2U+TMxWndwn/rzbu1fXLQlN2PEH/FS7q9lTVcHO8np2lDWw\nvbSeLfvr2FvhAWkEDCTFWBiaEceQjDiGpMcxNCOenJSYNuculNeVs7psNWtK17CmdA1bq7YikZgM\nJoYmD2V0r9GM7jWakWkjQzPSqEOF9SqXCAUfQ8FCNURVGNRY9sHnqKUTk518VVU4ly5VwvDV1+D1\nYurVC/vUqdinTSV69GiE8dh1W92jkBJeOVf1N4Ca3T70fNUJ3W9cxM1JHW1JaJE4Ctx+N9UN1VS7\nq6lx11DlrqLGXYPT68Tj9+Dxe/AGvGo9ENz2e5vWmz6D615/y2P90k9KVAoZMRlkxGaQZc9qsZ5s\nS474sEUpJfW+eqrcVVQ1BJfgerW7mjJXBcWOA5TXVVLtrqbOV4NXukAc/rkzYMBsNGM2NFuC2yaD\nqcW22WCm2FnMXsdeQE1SOzH1REb1GsWYXmMYljKMKFP4mvHUVytPqlv/C1s+hYZqMNlgwGQlCoNm\nQExyhy/nLSvDuXQpjkWLcH3zLfj9mDMzsU+bRtz0adhGjNB9DN2Vih2w9MGDk+26UZxvLRKdoPFF\nV+Ouodpd3fSyr3ZXN4lAY1pVQ1WTIDTas9tCILAYLVgMFsxGM1ajFYvRgtlgbkq3GNW+xvWmtODL\nsLy+nGJnMUXOIiobKltc32q0kh6TTqY9k8yYTDJiM1qsJ9mSOiQiHr8Hh8eBy+vC4XXg8qhPp8eJ\n0+s8+Blcr3YH6yQoCp6Ap42KNRDwxSD9MUh/NNIfS7QxjiRbIr1iksmITyQ93kqq3YTJFMDr9+IN\ntFqCab6Ar8V249KYnmBNYHSv0YxKG8Xg5MGYDWE0s0gJpfkHZ8Hu+wakH2wJShDyzoUBk8DS/ixm\nKSWeXbupX7OautVrqFuzGu8eJX6W7Gzs06Zhnz4N25AhEf+DoOnZHFd9EgEZaHqBOTwOaj21at3r\nwOE5uDi9rfYH02o9tU2+cw6F3WInwZpAojWRlKgUchNySbAlkGBttQTTYs2xmI1mTMIU0h9ynbeO\nElcJRc4iipxFTeJR5Cwi/0A+1e6WQfyiTFFNLY8EawIur6vFy77xs82XfDOsRivRphjMIhoT6sXv\n96RgrLficVrx+6KVGPhiiLPE0y8hjQHJKQxIi6V/Sgw5qTH0S4ohynKMmEIaatUs2O2LYdsScBSr\n9N7D4bTfQu5UyDpZDYk8DNLjoWHz5iZBqF+9Bn+VctthTEwkavQoEi++hJjx47EOGqiFQRN2enxL\nIrZ/rOx/X/8m1wdtEWWKwm6xYzfbsVvsxFpiW2w3CkHrl3+8Nb7rR7mECJfX9QPxKHYWU+wspsZd\nQ4wlBrvZTow5RpXfbG9Ki7XEYsRGfYMFZ72RKoeRAw5BaTUUV0qKqrz4Agfr2GY2kJ0cw4DUWHJS\nYtSSGkNOcgyJMcfgKBopoWxzUBQWq4lOAd9B18u5U5VJoZ0x7X6nk/r/rW0ShPr165ENDQCY+/Ul\netRookePImrUaCw54Y9doTl+OG7MTVl5WfLut+4m1hzb9LJvWoICEGOJCa/5oZviD0j21zawt6KO\nfZV17Kl0sbeynr2VarvS1bJFkRhtpm9SNH2SounbbMlOiaF3nA3DUTq/6/a4nWqW87ZFqrXQ6Bep\n1zAlCAOnqWGqh5nU5i0tpX7NGtVSWL0a95YtavKUwYAtL4+o0aOahMGUGr54FRrNcSMSx8roJikl\nHn8Al9uPy+3D5fHhcvtxe/24fQHcvsbP4OJtvu3H7Q20PM4bwOM/eFxNvZeiqvqmoaQAJoMgMzGq\nSQj6BUWgT3CJjzrOhNXvgwNbYcfSloFaLHY1ln3gVNViiG/p/M9fW4u3qAhPYSHeoiK8hUV4Cwtx\nb9+Ot1AJi4iKImrkiU2CYBtxIsZY7WlVEzmOqz6JrsIfkHj9geCi1j2+AL7AwXWvP7jtUy9lr1/S\n4G180Td/4ft+IAAq7eBxzc05ncFqMqjFbDy4bjJiNav1+CgzmYlRzBjWu0WLID3ehsl4HI6KkRKc\npSrOb+kmFXOhNB/Kt4DfrY5JzYNTb4SBUwkkj8Czv0wJwEfL1GdRIZ7CIrxFRQRqa1tc3hATgzkr\nC9vQoSRdcTlRo0ZjG3yCnrOg6ZH0eJHw1VVT/N2HNARM1AeM1AdM1AVMuPwG6gJGnF4jLp8Bh8+A\nw2/E6ZbUeQPUe/3UBV/O9V4/9R5/CzHw+gOod7bESAALXiz4Dn4KtW7GhwUfVqHSzfgIIHDKKFxE\n4cSGxxiDsMRitEYRYzUTazURF2UmI8FGtMVErNVEtMVIjPXgeqzVRJTFSJTZ2PLl32zdYjJgMRq0\n3fpwuJ2qL6Esv6Ug1DcbKRbbC9KG4B92FbXbA3jdsXi21+L9fAvews+aOpIbETYb5sxMzFmZkYVm\nIAAAChtJREFURJ80EnNmVnA7C3NmBsaEBP2daI4Zup25SQhxEfAI4AceklK+fLjjx2QY5fezOj72\nOIBQr3bRuFjwG8xIgwmT9GGSXkzSi7HxM+BBtNMp3mGEUXmFtNqVF0+rXY2btsSqDtCm9eA+ix1M\nFuXczWBWtm+jObhtUp+NaQZzy+3Gc46X8fN+H1Tu+GHroDGEI6jJTGl50GsIpA09+Bmcs+AtKWH7\nmZPAbMackY4lMyv44leCYAkKgTE58vNTNJqjpUf2SQgh7MAm4FSUSKwFhkspy9s6Z9CgQfKl5+YR\nbfATZfBhM/iwCR82gz/4D9+HWXoQfg80Lj73Dz8D3uBL1hp8MVvVy9ZkbbVuOfjZtG4OnhdMD/jV\n1Hu3EzxO5f7X7Wi27gzub31MMF0G2iruEVSq8aCICBGc5SnUrF/R+Gn4YRqi2X7R8hiARuGUstV6\ncF/z9R/so+W+1rT5TB7m+LqKg6YiYYDkXOXiotfQg58J/Q4rmjIQwFdWhiktTU9O0xzz9NQ+ienA\ncillEYAQYikwGXi7+UFCiFnALICsrCyS+w5q2peRpfyg7Cw8GAAmNSmJtKQktuzahc/vB8BmtTKg\nTx+Ky8qoamZTHpSdTYPbzd6Skqa09NRUkuLjyd++vSnNHh1N34wM9hYX46irU5Lmh6G5uVTW1FBS\nXg5mwAx9c9OxWa1s3b276fzEuDgy0tLYsW8fDW71cjMZjZyQnU1ZWRFVZYUYvC5EwEtWSgoEPJTs\nL0IEvBDwkRBtIyHaRvH+IgI+DyLgw2KQpMbbqamppKHOiQh4EQEfSfZo/B43DpcT9ZIOEGOzYbOY\nqawOmlJkAIvRQGx0FE6XC6/Pi5Dq2AR7LG6Pm4aG+qCACaKjojAajThcLkAJj9lsItoWhaOuDn9A\nHWcwCOJi7TS43TR4vMEvEGKjVevPUVfXVCc2q5Uoq5Uah4NGmTQaDMTFxFLXUI/b6w3eC+JjY/EF\n/Ljq1IRGvyUOW9+TiM0ew6ZaEzIYF7rF97RzZ9O9WnxPQfqmp2NLSWFTs+Pa/J5yciirrKS88qDZ\nqn+knr32ytTRZ0+X6bgqU0fpbi2J2UCKlPKe4PajQImU8sm2zjlWRjdpNBpNOOloS6K7taktQHNb\nSwD1H12j0Wg0EaC7iUQJ0HwQehawr41jNRqNRtPFdDeRWARMF0KkCSF6A+OCaRqNRqOJAN2q41pK\nuV8IcQ/wdTDpNimlK5J50mg0muOZbiUSAFLKV4BXIpwNjUaj0dD9zE0ajUaj6UZokdBoNBpNm2iR\n0Gg0Gk2bdKvJdEeCEKIG2BaCS8UDNSG4DkBfYG+IrhWqfIWyfN0xT7rOw3sd0HUe7utAaOt8oJQy\nvt2jpJQ9egFe6E7XCV6r/BgvX3fMk65zXee6zrsgX8eCuenf3ew6ANXtH9JhumP5umOedJ2H9zqg\n6zzc14EI1HmPNzd1R4QQ38sO+ETRhA5d5+FH13n4iUSdHwstie7IC5HOwHGIrvPwo+s8/IS9znVL\nQqPRaDRtolsSGo1Go2kTLRIajUajaRMtEhqN5qgIem3OiHQ+jifCWedaJDqIEMImhHhBCLFVCLEn\nGEUPIcRvhBB7hRBbhBBnNTv+YSFEoRBigxBidDDNJIR4RQhRJIRYJYTIiVR5egIhqvOJQohaIcT2\n4DI7UuXpCXSmzoUQo4UQK1ExXyY1u4Z+zjtBiOq8657zUE3MONYXIBm4ABVkOQUoBSYAWwE7MAQo\nRkW2ngSsRHnZnQqsDV7jGlS8bgFcB3wQ6XJ15yVEdT4ReCXSZekpSyfrPBc4EeW1+fJm19DPefjr\nvMuec92S6CBSygop5XtScQCl5GcA/5RSOqSUm4DdwGhgJuoL80kpFwOpwSBKM4GXpPpW3wCmRKQw\nPYQQ1bmmE3SmzqWU26WU6w5xGf2cd4IQ1XmXoUXiCBBCDANsKNXf02xXIZAO9GmVXtQ6XUpZB9QJ\nIRLDkeeezlHUuQTOFkLsEEK8LYRIC1OWezwdqPO20M/5EXIUdd5lz7kWiU4ihEgB5gNXAxYg0Gx3\nAPAfQbrmMBxNnUspl0sp04DBqBjqT4Ql0z2cDtZ5W+jn/Ag4mjrvyudci0QnCP4b+hi4W0r5HerL\nyGx2SBaqqdg6PQP1T6ApXQgRBRillLVhyHqPJQR1DoCU0gv8AxjW1Xnu6XSizttCP+edJAR1DnTN\nc65FooMIIeJQDrHmSik/DSZ/AlwihIgWQgwBkoC1wfSrhBBGIcRUYKuUsjKYfnXw3MuBD8NaiB5G\nKOpcCJEdHG0jgMuAbyNQlB5DJ+u8LfRz3glCUedd+pxHume/pyzAvYAL2N5s6Q/cDewCNgPjg8ca\ngKdRNsU1wOBgug14C/WPYDnQO9Ll6s5LiOr8F6gWxQ5gAZAU6XJ156WTdT4luL8W2B9cj9bPeUTq\nvMuec+27SaPRaDRtos1NGo1Go2kTLRIajUajaRMtEhqNRqNpEy0SGo1Go2kTLRIajUajaRMtEhqN\nRqNpEy0SGk2EEUJcIoSIjnQ+NJpDoUVCo2mGEOKG4Es7WwhRKoT4vNmyO+i33yKEeC14fLYQ4oND\nXCdJCJEbXPq12neuEOLeZkl+4D0hxGnB+AvNlx1CiF90aaE1msNginQGNJrughBiOjAeqAM8wGIp\n5eXN9j8LVKFcTkwRQqwCrEC/4HojU4BbgBNQM8DPBka0cc8JwAFglpRyH3Bqq/3XhqZ0Gs2RoUVC\nozlIA+AOfnoAgr5wvg7ud6BE4npggJSyXgiRDcyTUp7f/ELqNP4hpVwSbCE8jwoWA5AAxASj532I\n+h1uDkYca0JKeVrIS6jRdBItEhpNECnlciFEHlANbAymSZr9uxdCXAV8B9wWFIIEYFAr81HxIS7/\nKyBVSlkihDgXGCmlnNvMlGRDRdO7OXifj0NaOI3mCNEiodG0JBqYDOQA04QQFSgHawB9geeA/2t1\nzruttp3BY58UQtQAqUA/4GVUWMq2mCmEGBlcH3LEJdBoQogWCY0miBDiMeAUYBHwPjAUKACWokxO\ni1GeZs8CftPGZV6WUr4shPgZMDtobloppdwRDFB/zmGy8L5uSWi6G1okNJogUsrbhRA3oMxN7mDy\ns8CbqNbEm1JKpxAiE/irlPLt5ucLIWbQquO5FbehWhkz2tivWxKabocWCY2mJaLVthE1RPVsYFmw\nI7ujPC2EqAUSAaSU1dAUrS3Q6th64CEp5V9bpcegOss1moigRUKjCSKEeAj4WXABFTLyFWAOKpjL\ng6j+it3AH4UQN7e6RAIH+ycKgEuklOuFELOD178BmAWkAVc0P1FKWQo0CYQQ4g/A+aiIZG21PDSa\nLkcHHdJowkhjS0R24IcnhDBIKVu3ODSasKJFQqPRaDRtot1yaDQajaZNtEhoNBqNpk20SGg0Go2m\nTbRIaDQajaZNtEhoNBqNpk20SGg0Go2mTf4f2SHspr+G6fcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659ca989b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('归母净利润（亿元）')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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21tLiKBQmRykFM6Ac2Eo3HoMGIlNTiV212tKiKIqIjIwMwsPDAZBS8scff2Qf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WAAAD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e246e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('资产负债率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1LF68mM2bN1O7dm1Kly6Nv78/K1eupG7duqcskLNixQr+/fdffH19+fPPPz16\nDTkp/E8Ghd1VjzvtBzOfd9oPwq7wdkTGFBoPPPAAa9euJT09HRE5ZU3i9PR05s2bR8WKFTMXpklJ\nSeHgwYP8/PPPPPzww1SuXJmpU6fy5ptv0qhRI+64447M/UeOHMmePXuYNm0aAQEBDBs2jOXLl/Py\nyy/n+3VCQR5nYE7696DTfuAfCP0XQGCwtyMyJk9cTOMMCgJb3OZSV6y0M/7g0A6YPtDmLzLGnLd8\nSQYiEiMi0a6fRa6ygSKyU0Q2icgt+RFHoValJbQdBOu+h71rvR2NMaaAybcnA1Wt4fq5WkSqA48A\ndYGOwFgR8c+vWAqtJr0BgY2/eDsSY0wB461qoo7AFFVNVNX1QAxgK7/nVvFyTiPypp+9HYkxpoDJ\nr95Ex0VkK7AfGAxEAFnrMuKAsNN3EpH+QH+A8PBw1kVHZ35WLdwZNLYtLjazrGxoKOVCQ9m0fTup\naWkABAYEUD0igt379nHoyJHMbWtGRpKUnMzOLJNKhZUtS2hIyCnnKREUROWKFdm5ezeJx45lltet\nUYOEw4eJ378/s6xyWBiBAQFsjonJLCsVHEzFcuXYGhtLkmu2Qj9fX2pVrcq+hAT2JyTk6TWlV2tH\nwMJhbPp7ManFKhSKayqMfye7JveuSVU5npSUWebr60sRf3+STpxA09MBZ9H6wIAAUlJTSU1Nzdw2\noEgRAJJPnMgs8/Pzw9/Pj6TkZDI6z4iPD4FFinAiJYU013UCBAQEoOnpnEg5uaiWv58ffn5+p8Tk\n4+NDQJEiJJ84QborJoCigYGkpqaSkiWmIv7+iI/PKTOX5uU1paSksC46+pS/k7vytTeRiFwN/AB8\nA0Sp6lhX+STgK1WddrZ9rTeRm/Zvho+aQfu3bN4iU+BZb6LzU2B6E6nqIpwqoXigUpaPwoHY7PYx\n56lsTShdAzZaVZExuZWamkpcXBwAqsrcuXMzP4uNjWXNmjWkpaWxP8sTTV5JSUk55/u85vFkICLF\nRCTM9boRTnXQXKCbiASJSB0gFFjl6VguGbXaOwPRkg57OxJjCrRdu3Zx22238f333yMijBs3jsmT\nJ6Oq9OvXj927d7Nz505uvPFGlixZws0333zG4jfFixenY8eOxMTEEBERwc0338x1110HQOPGjWnb\nti0NGjQ4YxrrNm3acOLECVasWMHPP//Miy++6NFRyvnxZBAELHC1GYwFeqjqEmAisA74DuinBWX0\nW0FQ+1ZfqTuKAAAgAElEQVRIT4Ets70diTEFWpUqVZg1axZ79+6lZ8+ebNiwgeHDh9O0aVOWLl3K\n0KFDmTVrFj/88ANbtmxh5syZLF269JSf2rVr88MPPwDOZHYzZ87MnJIiNDSU+fPn8+qrr57S3jB/\n/nyaNWtGkSJFeOmll6hTpw4PPfQQgwYNOqVdIy95PBmo6n5Vramq1VW1sarOc5UPU9Wqqnq5KzmY\nvBLeDILKwCbrYmpMbvz555+UKFGChx9+mAkTJhAVFcU333xD1apV+eeff1i8eDGRkZGUK1eO3r17\n89FHH9G6dWtat25Nnz59zjjeli1bGDduHKpKTEwMwcHObAG+vr4kJiZm3ujff/99+vTpw5QpU6ha\ntWrmT4cOHejbt69HEoLNTVQY+fhCrZudNR1ST4BfEW9HZEyu7Rk2jOQNebu4TcDltanw3/+e9fO/\n//6bvn378uOPP1K9evVstzl+/DjXX389U6dOZfv27YwcOZKGDRvStm3bM7b19/enePHiAAwcOJCh\nQ4cCcOWVVzJy5Ei2bNlC165dmTp1Kt27d2fkyJHMmjUrc/8nnniCl156iV69ejFx4sRcXPmZLBkU\nVrVudabs3rEYql/n7WiMKZD69+9PuXLlSE9PZ9SoUUycOJGkpCRiYmJo3bo1ANOmTaN8+fKULJnz\nyomRkZF06tSJUaNGERYWxgsvvEBIiLMWSWBgIJ999hmdO3emffv2REZGcscdd9C4cWPS09MJCwvj\nwIED3H///fznP//J82u1ZFBYVWsLfkWd0ciWDEwhcK5v8J4UHBzM0aNHeeihh3jooYeIjo5m0KBB\nfPvtt5nbqCobN577qSUtLY0ZM2bQrl070tPTee+997jtttuYNm0ay5YtY+xYZxr6MWPGMHDgQMqW\nLcszzzxDkSJFqFSpEnfffTdfffUViYmJlChRIs+v05JBYVUkyEkCm2ZA+zdt4RtjLtC7775Lz549\neeyxxwDOeDJo06YNcXFx9OvnjOvp06cPxYoVO2P9gz179tC5c2fee+892rVrR2BgID169OCJJ55g\nw4YNfPnllwCZTwoZFixYwDvvvAPA0aNHCQoK8sh1WjIozGq3d6amiP/b1kk25gLs2rWLrVu30rlz\nZzp37gxwxpNBSkoK9evX5/PPP6dChQoMGTIks11AVTNHG69ateqMBFG+fHlmzpxJhQoV2Lp1K2XL\nlj3l8++//54SJUpQpUoVAPbu3UujRo08cq2WDAqzmjc7az5v+sWSgTEXYOXKlfTv3/+c28ybN48W\nLVrg6+ubebNXVRo0aMDRo0e55pprAPjll1944oknaNq0KU2bNuXaa6+lRo0aLFu2jJiYGAYPHkyV\nKlV4//33Aafn0VdffcWECRPo1asX69evx8/Pj8cff9wj12qL2xR2n90MyUfh4cXejsSY81ZQpqM4\nduxYjtU3SUlJBAYGZr4/cuRIZtdSd6gqkkN1r8enoxCRW0Wkp4gEn1YuIvKtiFR25zjGC2q1h71r\nnIVvjDEe4U49ftZEAJxXIgByTAS55e6gs5LAfcAPIvKHiLwjIpcBI4H9qrrTYxGa3Kl9q/Pvphne\njcMYc1HLMRmISD1AgQ9V9Xrgatd+m4BGqvqwZ0M0uVK6OpSpZWscmAKroFRle1tuf0/nTAYi4gcM\nBF4Aermmmp4LBABXANtE5KVcRWA8r3Z7iFkCxw95OxJjzktgYCAHDx60hJADVeXgwYNnVEWdj3P2\nJlLVVBEZqqo7ReRBoBswUFVXAYjIfcAMEWmuqssuOArjWbVuhcXvOhPXNeji7WiMcVt4eDhxcXEe\nmSK6sAkMDCQ8PPyC93ena+ldIhIA3AS8AXQRkVeABOA1YLMlgotcpSZQvLyzxoElA1OA+Pv7U7Vq\nVW+HcUlwpwE5FtgLlANeBRYAJYDhwCxgoceiM3nDx8cZcxA9B1KTc97eGHPJcScZlMR5gggHUoDq\nQF2cdYv3A1d5LDqTd2rfCieOwvZF3o7EGHMRcicZ/AuUAv4CZgM7gO3AEpwnhaoikvezJpm8VfUa\n8C9mvYqMMdlyJxksU9U3cRLBUOBK4A/galWdAXwF1PJciCZP+AdCDdfEdVlWVDLGGHAvGQSAszIZ\n8K6qvqyqT6pqoogUB+qpqs0TURDUuhUS4yH+L29HYoy5yLiTDMZmeX16+0BvoHyeRWM8q+ZNIL7O\nGgfGGJOFO8lAsnstIlWBx4DBeR2U8ZCgUKjc0qamMMacwZ1koKe/FpEmwDfAfaq61xOBGQ+p3R72\nrYNDMd6OxBhzEXEnGZRzzVjaHQgVkW+BAcCd7g42E5EiIrJeRMa43g8UkZ0isklEbrnw8M15q+X6\ndVtVkTEmC3eSgT8QBlQDigIRQCCnVh/l5L9ADICIVAcewRmr0BEYKyL+53Eskxuh1aDs5c6CN8YY\n4+JOMtitqv+nqq+5Xl8JjMM1J1FOO4vI5UAzYIqrqCMwRVUTVXU9TpJociHBmwtUuz3s+B2OJXg7\nEmPMRcKduYnOaDNQ1dki0hn4UUTaqOqe7HYUZzWGD4CHgdau4ghgbZbN4nCePLLbvz/QH5wJq9ZF\nR2d+Vi08AoBtcbGZZWVDQykXGsqm7dtJTUsDIDAggOoREezet49DR45kblszMpKk5GR2xsdnloWV\nLUtoSMgp5ykRFETlihXZuXs3iceOZZbXrVGDhMOHic8ygVblsDACAwLYHBOTWVYqOJiK5cqxNTaW\nJNdaqH6+vtSqWpV9CQnsTzh5Q86vaypdujkVNI0DyyazN/yGQnFNhfHvZNdk15QX1+SuHJe9FJE/\nVLWl6/VyVW2W5bMHgLaq2uMs+z4MhKrq6yLSGychpABRqjrWtc0k4CtVnXauOGzZyzyUng7vXA4R\nzaHrF96OxhjjQe4ue+nOk0HfLK9XnPbZZ8C5Vlq/DyjheooIBYrhPClUyrJNOM5keCa/+Pg4Dcmr\np0BKkjM62RhzScuxzUBV14tIT9fbYgAi0k1E/FU1XVUfPce+V6lqfVVtCLwM/AD8BHQTkSARqYOT\nJFbl+krM+al9K6T8C9tt0lljjPtrIPd2/Zvxjf514GsRCRCRXudzQlVdAUwE1gHfAf3UljHKf1Xb\nQJHiNnGdMQZwbw3k0tkU7wTeB+bg5hTWqjpOVR9wvR6mqlVV9XJVXXI+AZs84hcANa63ieuMMYB7\nTwafAFeIyNs4g86K4vQqWuL69zkPxmc8qdatcHQv7F7p7UiMMV7mTptBF2A18AVQHPgWSAfuAj5T\n1X88GqHxnMtucE1cZ1VFxlzq3G0zmKaqq3Dq+l8DbgSKqOo4TwVm8kFQKFS5ykYjG2PcTgYdRSQY\n+BDohzNt9e0iEioioR6Lznhe7Vth/0Y4uNXbkRhjvOicyUBEfETkTSAYGAS8i9Ng/BZQDxgNvOfp\nII0H1Wrv/GtPB8Zc0s6ZDFQ1HZgJlAaaA5txuoTeD3wOjFDVnmc/grnolaoC5evZLKbGXOLcaUCe\nC/ygqu2AxcB+IBXYCJTwbHgmX9RqD7FL4d+D3o7EGOMl7owzuB9Y5fq3GrAc6AVUACJEpK5nQzQe\nV7s9aDpsnuntSIwxXuJOA/JzOE8CaTjrGfi7XqcCRYCpHovO5I+whhBcydoNjLmEuZMM9qnqBKAq\nThXRFiAROIpTVeT+HKnm4iTiTFy39TdIOe7taIwxXnA+ayBfk6XsDZw1CIYAH+VxTMYbarWHlGOw\nbb63IzHGeIE7yUBE5AOgFq6FZoBdqvoRznoIX3ksOpN/Iq+GgGAbjWzMJcrdJ4N3cSan+zGbz0xh\n4FcEarRzGpHT07wdjTEmn7k1AllVtwPHgb2uonIiMs/1b1sPxWbyW+1b4d/9EGcryhlzqXFnpbMM\nDwKlgERVreeheIw31WgHPn7OGgeVr/R2NMaYfOROMogQkd8BwVUtJCKK06NoITBWVfeeY39TUBQt\nCZGtndHIN7zq7WiMMfkox2SgqlWzKxeRkkAH4E3ApqQoLGrdCjOehQNboMxl3o7GGJNP3GozEJGB\nItJfRMpllLnWMZgC+IqIraheWNS6xfnXehUZc0lxdwrry4HDwG0ZBSLSBpgPzFbVpLwPzXhFyQio\n0MBGIxtziXE3GaS4/g0RkY9EZDFwHXCnLXBTCNW+FWKXwVEbXG7MpcKdieqGApWBrcB64A+cyepu\n4NRRyaawqNUeUJu4zphLiDtPBr8Ca4GXgTqqOhEYBVwPXC0i55yOwrVAzmwR2Swim0TkJlf5QBHZ\n6Sq7JZfXYfJShfoQEgHrp3k7EmNMPnEnGSQAq3HaDBaKyFU4y1/egjMqeYuIhJxjfwV6qmpNYCDw\nuohUBx4B6gIdgbEi4n/hl2HylAjU7wxb58KR3d6OxhiTD9xJBuWAUJyVzgKACJxprBWYDHyiqofP\ntrM64l1vqwB/4ySAKaqaqKrrgRigyYVehPGARj2cNQ5WfentSIwx+cCdQWeP44w8Lp2lrBRwI3Ar\n0AxoeK4DiMh/cNZF2A/cBDyFU/WUIQ5nFtTT9+uPa3K88PBw1kVHZ35WLTwCgG1xsZllZUNDKRca\nyqbt20lNc+bXCQwIoHpEBLv37ePQkSOZ29aMjCQpOZmd8fGZZWFlyxIaEnLKeUoEBVG5YkV27t5N\n4rFjmeV1a9Qg4fBh4vfvzyyrHBZGYEAAm2NiTv6igoOpWK4cW2NjSUpOBsDP15daVauyLyGB/QkJ\nF+01RZZvQtEVX5DWciCbd+wsFNdUGP9Odk12Tee6JneJ6rnnmnOtZFYPZ7rqvjhPBg8AM4DpwP9U\n9Tq3TiZyFzAMmAdEqepYV/kk4CtVPWslddOmTTUqyubMyVerp8D3/aDnNKhmfQWMKYhEZIWqNs1p\nO3eqiY4BB4D/A9YAv+FU9YzD+dZ+s7tBqer3QHEgHqiU5aNwIDbbnYz3XH47BITAX194OxJjjIe5\nkwyKqOpc13iCN1R1v6o+o6oJwFfAa+faWUSqiUgF1+uWQBLwM9BNRIJEpA5Om8Sq3FyI8QD/otCg\ni9Or6Pghb0djjPEgd5LBUyJyn+t1ZiOviNwDfAz8L4f9S+L0QtoKvA10VdUVwERgHfAd0E9zqq8y\n3tH4PkhLhtXfeDsSY4wHudNm4AN8BozHqe9fBlyGU10UBfx1rt5EecXaDLzof20gPR0eWuR0OzXG\nFBh51magquk4axmE4XQnHa6q7VX1Ldcmr+QqUnPxa3Qf7F0D8VaTZ0xhlWPXUhGZjZMEBKgDjJeT\n3w59gCtEZISq2uikwqp+Z/j1RVj5BVRs5O1ojDEe4M44g25ZXj+IMxWF4IxIDgBaWiIo5IqWhDod\nYM03cONrUCTI2xEZY/KYOw3I63EWsHkTqAG85Xp9Jc44g2CPRWcuHo3ug+QjsMHmKzKmMHInGWwD\npgFlgTI4vYOK4iSEsa6xA6awi2wNodVg5QRvR2KM8QB3qonK4nz7/zZLWSDOBHa9RCQsS2OyKaxE\nnPmK5r4KB6KhTA1vR2SMyUPuPBk8Bxw97ecAsEhVbwPK5zBrqSksrugO4msjko0phHJ8MlDV70Tk\nbVV9+vTPRKQEEJIf4wzMRSA4DC67Ef7+Gq57EXxt1nFjCgt3l728SkSGikhvEamWpbw/sNcDcZmL\nVeOecHQvbPnV25EYY/KQu8kAYI5r+9dFZJaIdAbuw5nAzlwqLrsRipd3xhwYYwoNd9ZAFpw1ahao\n6meqeg/wBTAJmKCqRz0dZF75NzmVTxduI+HfE94OpeDy9YOG3WHLLDgSn/P2xpgC4ZzJwDUv0Wwg\nXESuFpGHROQn4GqgFtBVRC7LhzhzLSUtnYe/XMnrv2zgoS9WcCI13dshFVyN7nNWQfv7K29HYozJ\nI+dMBq55iTJWJhsN3ADco6oPqmo0zojkDz0eZS6pKs9/v4aFm/dzV6NKLItJ4OUf12ITpV6g0tWh\nSmunqijdkqoxhYE74wzudf37NnAbcJeIZL2L7srzqPLYO7M38+2KOJ5odxlPtKtJWMlAPpq3lVoV\nStCnVVVvh1cwNb4PfngQdiyBqld7OxpjTC6504CcMSvdCeAH1+uBOLOYCrDQA3HlmS//3MGHv0XT\nrVkEA693arSevqEWN9Qpz9Cf1rNw8/4cjmCydfkdtgqaMYWIO8lgCicTQsYTQRTQWFXHq+p4j0SW\nB2av38tLU9dyXe1yvHZnPTJmW/XxEd7r2pCa5Uvw6Fcr2ba/wLSBXzyKBEH9TrD+Rzj+j7ejMcbk\nkrtdSysBqa6fFGAxsEZE/ETkbU8Flxsrdx7isa9XUr9SCCO7N8LP99RLLRbgx6c9m+Ln68MD46M4\nfCzFS5EWYI17QmqSM5upMaZAc2dxm+PAncBKnEFmFYGlqvqaqqYCLT0b4vnbtv8ofcctp0JwIGN7\nNyOoSPZNIxGhQYzq0YTYQ8d49OuVpKZZY+h5qdgQKtS3yeuMKQTcfTIQVd0I3A8kAm+LyDIRGeS5\n0C7MvsQken2+DB8Rxt/fnDLFA865ffOqoQztUI9FWw4w7JeN+RRlIdK4F+xZDbttFTRjCjJ3Bp35\n4morUNVtwGSc7qTPA3Eeje48HU1O5f5xyzmQeILPejejSulibu3XrXll+rSK5LMl25m8fKeHoyxk\n6ncC3wBrSDamgMtp0Fk94HfX66tFZAUwH7gH8FfViZxsXPaqlLR0Bny5kg3xiXx8b2OuiCh5Xvu/\n0P5yrr6sDC9OXcvymAQPRVkIFS3lrIK2+htIOe7taIwxFyinJ4OdQAfX6+VAa1VtCDwEJLlzAhEJ\nFJHRIrJZRHaIyJOu8oEislNENonILRd6AeAMKhv0nTOobFjHelxbu9x5H8PP14eR9zQmolQQD32x\ngtiEY7kJ6dLS+D5IPgzrbRU0YwqqnEYgH1HVPa7XSUBnEZkKbADuF5FgTnY3PZtiwCyc6SuaAINE\n5BrgEaAu0BEYKyIXPB/yO7M3893KOJ5sV5OuzSpf6GEICfLn015NOZGWTr8JUfybnHrBx7qkVGkN\npapaVZExBZg7I5CzUuBlVV2dUSAZnffPtoPqQeA719sDIhILtAGmqGoisF5EYnASxdKs+4pIf5we\nTISHh7MuOjrzs2rhEQB8NHsNI5fs5aZaIXRrFArApu3bSU1LAyAwIIDqERHs3rePQ0eOZO5fMzKS\npORkdsafnGwtrGxZqpcN4T9tKzB4VhwPfLaEN+6oQWSlSuzcvZvEYyefFurWqEHC4cPE7z85aK1y\nWBiBAQFsjonJLCsVHEzFcuXYGhtLUnIyAH6+vtSqWpV9CQnsTzhZJZVxTdviYjPLyoaGUi40NFfX\nFBoScsrvrkRQEJUrVszTayoXeStl/xrJwW0r2ZN+clnsgnxNhfHvZNd06V2Tu8Sd+XlE5C+cRCBA\nRv/LY8AiYFLW5JDDcerhzHY6F1irqp+6yqcAX6vqD2fbt2nTphoVFXVK2ez1e3nwiyja1irH6Pua\nnDGWIDc+W7ydV39az2PX1eDpG2vl2XELrSO74d260OoJaDfY29EYY1xEZIWqNs1pO7funqraSFUb\nu/5toqpNgJuBFcCHIpJjJb2IlMGZ+roPUISTSQXX6zR3YsmQOagsvGS2g8pyq0+rSLo2jeDD36KZ\n9vfuPD12oRRc0VnrYNVXkGbVa8YUNBd8B1XVf1X1O1W9RlXP+SwiIqWAn4D/qupyIB5nVHOGcCA2\nu32zc8qgsl5NzzqoLDdEhKF31qNZZCme/eZvVsfZlAs5anQfHN0D0bO9HYkx5jzl7dfpbLgamacD\nr6nqDFfxz0A3EQkSkTpAKODWqKXzHVSWG0X8fPikRxPKFA+g34Qo9h5xqwPVpavmTVCsnI1INqYA\n8ngyAB4HGgHviUi0iEQDh4CJwDqcxuV+6kbjxYUOKsuNMsUDGNOrKYlJqfT/YgVJKedVm3Vp8fWH\nhvfA5lmQuMfb0RhjzoPHk4FrDqNiqlojy882VR2mqlVV9XJVXZLjcSBXg8py4/KwYN7t2pC/Y/9h\n0HerbVGcc2nUEzTNaTswxhQY+fFkkCd2HTrOws37eaNj/QsaVJZbN9WtwDM31mTqqt2MWrAt389f\nYJSpAZWvgr8mgiVNYwqMApMMDh07wZPtatKlWYTXYnjk2hrcfkVFRszayJz1e70Wx0WvcU9I2Ao7\nfvd2JMYYNxWYZBBarAiPX1/DqzGICG92akD9SiEMnPQXm/YkejWei1adDhAQbA3JxhQgBSYZVCxZ\nlBwGO+eLQH9fRt/XlGIBftw/bjk7Dv7r7ZAuPrYKmjEFToFJBt5PAydVCAnk8z7NOHYilS7/+4Po\nffaEcIZG90HqcVj7rbcjMca4ocAkg4tN3YohTH6wJekKXf+3lPW7j+S806WkYiMoXx9W2uR1xhQE\nlgxyoWb5Ekx5sCUBfj50G/0Hq2KtSiSTiDO1dfwqiHdr6ipjjBdZMsilqmWKMeWhlpQMKkKPMX+y\nbLstjJOpfmdbBc2YAsKSQR4ILxXElAdbUj44gJ6f/cmiLftz3ulSEBQKl98OqyfbKmjGXOQsGeSR\nCiGBTH6wJVXLFKfvuCgbh5ChSS9IOgzzhnk7EmPMOVgyyENligcwqV8LLq8YzEMTVzDdpr6GyKuh\n6f3w+wewYpy3ozHGnIUlgzwWEuTPxL7NaVy5FAMn/cW3K+K8HZJ3icAtb0KNdvDTU7B1nrcjMsZk\nw5KBB5QI9Gf8/c1pVaMMz3zzN18s3eHtkLzL1w86fQ5la8OUXrBvo7cjMsacxpKBhxQt4sunPZvS\n7vJyvDR1LZ8uvMQntwsMhu6TwT8QvuoMR91fm9UY43mWDDwo0N+XT3o04bYGYbz+ywben7Pl0p7+\numQE3DMJju6Hr++xHkbGXEQsGXiYv68P73drRKcm4bw7ZzPDZ268tBNCpcZw96ewawX88CCkp+e8\njzHG4ywZ5ANfH2HE3Q24r0UV/rdgG0OmrSM9/RJOCJffDjcOdSay++1Vb0djjAHyfiX5i1xKWgr+\nvv75fl4fH+HVDnUpWsSX0Qu3cTwljTfuaoCvz8U0BV8+avkoHNwKi9+F0OrO1BXGGK+5pJ4Mlu9Z\nTutJrZm9Y7ZXzi8iPH9LbQZefxlTouJ4cvIqUtIu0WoSEWj/JlS/Dn56ArbN93ZExlzS8i0ZiEhR\nEamZX+c7XVJqEoN/H8yx1GMM+3MYiSe8M+20iPDkDTUZdEttpv29m0e+XElyappXYvE6X3/oPA5K\nXwaTe1qXU2O8yOPJQESCRWQqsBf4T5bygSKyU0Q2icgtno7jk78/ITYxlqebPE1CUgIf/vWhp095\nTg9dU51X7qjLr+v30m/CChKTUrwaj9cEhsC9U8AvwNXl1OZ1MsYb8uPJIB34EHgqo0BEqgOPAHWB\njsBYEfFYRf7GhI2MXzeejjU60rteb7rV6sakjZNYd2Cdp07pll5XRTLi7gYs2rKfpq/Nod+EKH74\nK44jl1piKFkZuru6nE6yLqfGeIPHk4GqHlXVuUBqluKOwBRVTVTV9UAM0MQT509NT2Xw74MpGVCS\np5s+DcCjjR6lTNEyvPLHK6Sle7eKpkuzCKYOaMU9zSuzdtdhnpz8N02Gzqb358uYsjyWQ/+e8Gp8\n+aZSE7hrNMRFwdSHrcupMfnMW72JIoC1Wd7HAWGnbyQi/YH+AOHh4ayLjs78rFp4BADb4mIzy8qG\nhlIuNJRN27eTmubc5Gfu/Zn1B9fzQsOXiYvdTxxONcTTTZ5h0OLneG/xSG6ueCsAYWXLEhoScsp5\nSgQFUbliRXbu3k3isWOZ5XVr1CDh8GHi95+s1qgcFkZgQACbY2Iyy0oFB1OxXDm2xsaSlJwMgJ+v\nL7WqVmVfQgL7ExLwAzrXCeDZdq1YvesI3yyLZknMP8zftB/f76Fl9TI0CvPjyohilAryIzAggOoR\nEezet49DR06usFYzMpKk5GR2xsdnlnnrms737xQYEED1OndwuOWzhPwxgv1Sin0NHyn411QY/052\nTQXqmtwl+TUASkR6A61V9QER+QSIUtWxrs8mAV+p6rSz7d+0aVONioo6r3PGJsZy14930aJiCz64\n9gNETnbjVFUenvMwq/av4scOP1K+WPkLuSyPUVXW7T7CjLXxzFizh20H/kUEmkWGcku9CtxcrwJh\nIUW9HWbeU4XpA2HleOjwETTq4e2IjCnQRGSFqjbNaTtvdS2NBypleR8OxJ5l2wuiqrz6x6v4+vjy\nwpUvnJIIwOnV88KVL5CansqI5SPy8tR5QkSoVymEZ2+qzdynr2HWE214/LrLOHwshVemr6flG7/R\n8eMljF64ldiEYzkfsKAQgVvfhmrXOklh2wJvR2TMJcFbyeBnoJuIBIlIHSAUWJWXJ5i2dRpL45fy\nZOMnqVCsQrbbRARH0L9Bf37d8SuL4hbl5enzlIhQq0IJnryhJrOebMPcp6/h2ZtqcSI1nWG/bOTq\nEfO47cNFfDQvmu0H/vV2uLnn6w9dxjtdTqfcB/s3ezsiYwo9j1cTiUgJ4C+gBBAI7Af6AS1d/yYB\nD6jqknMd53yqiQ4cP0CHqR2oXrI6424eh4+cPeedSDtBp+mdOJF2gqkdphLoF+jWOS4WOw8eY+a6\neH5Zs4dVsf/gI0631Sfa1aSIXwEfU3hoB4y5HvyD+P/2zjw8j+LO859fv/el07olW/IJNtdABhzM\nBkIIAZKAH3IxMwkkJCTsJsNMNiRZkiELuefZ7ITNMM8zkECYYUKAYAImS5aE9Q4JwUlgJh6IwdjI\nlmzdtvVKet9X79XdtX9069Ur+UCyX+mV5ProqaeOrq6urrdV366jq7hpG0SWlTtHGs2iY6bdRPM2\nZnCyzEYMvvDcF3h2/7M89t7HWFm18k3jvzjwIjc+cyM3nXkTt5x7y8lmtWz0jaS569ndPPpSD+ub\nKvjuh85hXWOs3Nk6OXpeggfeDU1nw/VbnSWwZ0s+A2O9jhl17bE+sLJQePxdx5T/h+lhx/CHl8El\nXxq+Pd0AABt+SURBVIRQ9ezzptHMMaesGPyq51d8+v9+mk+f82luPvvmGaf/5ee/zNP7nmbLe7fM\nSEAWMr/YOcBtj79CImvyhXet48ZNHRiLeQ2kV5+ER6+HDdfC++4Do6jFY2adin2sz63seyYr+wn3\n+OEj0wxVOy0OANyyKYwryRTryOPTwkb2Q3WHs19D7aqTvl2NppSckmKQyqfY/ORmor4oj77n0Vkt\nSHc4fZirn7iaNdVr+OG7fnjEgPNi41Ayy22Pv8IvXx1k48oavvOBs2mtDr/5iQuV5++CZ/87rL0C\nDO/kW37qKFPngpVQ0QqVLVDRXOSeMM3gL2FZdP0GHvkLx/2hH0H7ptKlrdGcJKekGHzrd9/ix7t+\nzINXPcjZdWfP+hqP7X6MO7ffydc3fZ1rVl9zolldMCil+MlLPdz51E4MEe64egPXntuyOIVOKXjm\ny7DjRxBrdCr1yhanoq9onuoOROc/f4c74aEPOuMcV38Pzvnz+c+DRnMUTjkx2DG0g+t/fj1/dtqf\ncdsFt53QNWxlc8PPb6B7rJutm7dSFaw60ewuKA4Mj/O5R/+D33cNc8WGRr557ZnURPzlztbSIx13\nurP2/Qou+q9w6e1Tu7Q0mjKw0L8zKCl5K88dL9xBQ6ThpAaADTG4/a23M5Yb465/v6uEOSwvbTVh\nfvzJjfy3K09j264hLv/ur9i2a7Dc2Vp6hKrhw4/DuTfA838HP7kBckvoGxDNkmZJiMEP/vgDOkc7\nuX3j7UR8kZNKa231Wq5ffz1b9mzhD0N/KFEOy4/HEG6+eBVPfmYTy6J+bnzgJW57/BVSWfPNT9bM\nHI8P3vu/4PJvwGtPwQNXQWKg3LnSaN6URS8GnSOd3PvyvVzZcSVva31bSdK8+eybaYo08dXtXyVv\nL60VRE9vquDJz2ziUxev5OEX93PV937Nv3UPv/mJmpkjAhd+Bq57yPlg7vuXQv/L5c6VRnNcFrUY\n2MrmjhfuIOKL8MU//WLJ0g37wtx2/m28MfIGD776YMnSXSgEvB5uu/J0Hr5pI5at+MA/bud/PLOL\nnKlXCi0pp10FN/4fZ/D7/itg19PlzpFGc0wW9QDyw7se5hu/+wbfuOgbXL3q6pJf85Ztt7C9bztP\nbH6ClmjLm5+wCElk8nztZ6/y6Es9bGh2PlRb27DIP1QrwrYVPfE0e4YS7BlKsnswwRtDSfYdSnFO\nWxU3burg4rV1c/sdxli/s09D3w64/GvO/s+LcUaXZlGy5GcTDaQG2PzkZs5adhb3vPOeOZku2Z/s\n55onr+H8xvP5+0v/fnFOyZwhi/1DNctWHBgeZ89Q0qn4Bx37jaEkmfxki6ehIsDahhit1SG27Rpi\ncCzLqroIH9vUwbXnthD2z9Gq7rlx+Omn4LWtzgDzu/+nM76g0cwxS1oMlFLcsu0WfjfwOx6/+nFa\nY61zdt1/2vlPfOel73DX2+/iHcvfMWfXWQgUf6j21pW1/OWlq6kK+6kIeakI+Yj6vWUXCNOy2T9R\n6Q8mXDtJ58Ek2aJurubKIKsbYqypj7K2Icrq+hir66NUhiYr4Lxl8/Qr/dz3/D5e7hmlMuTjzy9Y\nzg1vbaexcg7WqLJt2PY1Z6ZRx9vgg/+sl7DQzDlLWgye6XqGW5+7lVvfcis3bLhhTq+bt/Nc97Pr\nGM2O8uTmJ096ttJCp/hDtVRu6i5wIhANeKkI+qgI+agIeokFfY5YFIVVTAuLBLzkTJvxnEk6Z5HO\nW4znLNI5i/GcyXjeIpNzwsbzk+HpvE06ZxbFtRhO5chZk5V+S1WINQ1R1jY4lf2a+iir66PEgjN/\n61ZK8VJ3nPuf38czOwcwRLjqzCY+flEHZ7fNwbcmOx6CrbdAdbtewkIz5yxZMRjNjnL1E1fTFGni\nX676F7zG3G/WtmNoBx/5+Ue4fv31fP5PPz/n11sIHExk2TOYYCyTZyxtOnbGZCydL4QlpoUlMic+\nTVUEQj4PYb+HkN9D2Ocl5PdMDfN7qI74WVMfY21DlFV1USKB0v7+B4bHeeCFLh558QDJrMl5K6r5\n+EUdXL6+Aa+nhPMt9BIWmnliyYrBV37zFbZ2buWR9zzCupp183b9O7ffyU/3/JSH3/Mwp9WcNm/X\nXUxYtiKZdUViQkDSeVI5E79nslKfWsF7Cfs9BLzGghqTSWTy/OSlHn74wj4ODKdpqQrx0Qvb+dD5\nbVTMotVxXA53wkMfgnhXyZawyJgZHtv9GFs7t9IQaWBD7QbOWHYG62vXUxOsmVkilgmpg5Dod4yZ\ndZYAiTZArKm06zpp5pwlKQZ3P3U3N/3iJj5+xsf56/P+el6vP9EiaY228uBVDx53jwTN0sGyFb98\ndZD7f7OP3+8bJuL38IG3tPGxTe2sqC1Bl2E6Do/eAPueO6klLDJmhi17tnDfK/dxMH2QM2rPIGWm\n6BrtQrlLbTdHmtlQtYb1kWbO8FZxOj4qx0cg0ed8GJfod+zkIKjjTDMOVEKswRWIRseeMMV+/9Lu\nUl0sLDkxOPe8c1XjlxsRhC1XbynLJjRPdT7Fl57/ErdvvJ0PrvvgvF9fU15e6Rnl/t/s42cv92Ha\nistOb+DjF3VwQUfNybVqrDw8fSv82wPO3gi+MHj94PE7M448/mnGDfMGyBoGj+UPcl96HwftLG8J\n1PFfqv6E8zx1iDlCaqyH15I9vJo7zB9Vhp1+Dwd8ky2b5fk8G0zY4ImyPljH+thyIhVtTgsg1uRU\n6t6AIxCJgUmTHJjqt7JH3legwm1NNE62LHwhEMMxiOtmml+OEse1ceMGKmDNZXoAfgYsOTFoW9+m\nqr5YxX2X38f5TeeXJQ9KKT7xi0/w2vBrbN28lWUhvfPWqcjgWIYHt3fzo991Ex/Ps7o+yrqGGK01\nIdqqw7RWh2irCdNSFSLo88wsUaWcFVkP/N4RBysLVs5158DMuX4nLGtleMyb5/6AYsgjnJcx+cu9\nSZZ32iR7g2Tifgyfwl/lwb8sjK+hmkBbE/4VK8i0t7Er6mFnbphXkwf44/Br9Kf6ARCEjsoONtRu\nYMOyDWyo3cDa6rWEfcfpGlIKMiNFrYtBx04OHuk3sxTtKHRyGD5Y80448/2w9sqydl+lzTS9iV78\nHj9hX5ioL0rAE1gQXZ9LTgzCHWH1hR99gTsuvKOs+dg3uo/3bX0fl7dfzrf/07fLmhfNiZN49lm8\njU3429vxRE+sOyOds3hiRy9Pv9LPgeFxekfS5K2p/08NFYEpAtFWHS6IRlNlcNaD0lkry5bdTndQ\nPDHINSOr2DzYQvj3r2EODIAIobPPInLB+VipNLnubnJdXeR7e52prS5GZSX+9hX4Vzgm11RLd5XJ\nztBhXk6/wc5DOzmYPliIXxWooinSRGOkkeZoM02RpkkTbaImWDO7rlOlnK6oCZtp/iPCVJHfdvay\n2Pk4/HGLIzS+CJz2bjjzA7Dq7XP2DUcqn2LvyF46RzsLdudIJ33JvkJ33ARe8RaEIeKPEPFGiPgj\njt8XIeI70j0RP+wL4/f4CXgCU4zP8M1aYJacGMRWxVTPqz1UBirLnRXu/sPd3PPyPXz/8u+zsWlj\nubOjmSV2LsfrZ59T2L7SW1eHv70df0eHY7e34+9ox9/aivhmXqnYtmIwkeHAcJoDw+P0xNMciI8X\n3P2jaeyifzePITRVBmmrDtNWE6LVFY3mqhAtVSEaK4P4XLHIWTm27NnCI9vvYfkrB3nHgUrW7BlH\nMlkkHCa66UKil7yd6CUX462tPSJvKpcj19NLrqvLEYhu1+7qxuzvnxLXU1uLf8UK7NYGDtX66Ksw\nGfJl6PGMsd+I08lBRpi6Gqvf8NMYaSyIQ7FQTIhIwBOYcVnOvNAt6H4BXvmJsyNeZgRCNbBhsyMM\nbRtPaAxmNDvK3tG9dI44lf3e0b3sHd3LQGpy0UGf4aOjsoNVlatYWbWS5bHlWMoilU+RzCcZz4+T\nzCdJ5VOFsFRu6rFxc3ar2gpCwBMoCIXf4yfoCU4VDm9gSpyvbvrq0hKD0846Te16eVe5swE4g3XX\nbr2WwdQgrbFWWqItNEebaY220hxtpiXWQkukhcpA5YJoJmqmoiyLbGenUzF2dZPbt891d2HF45MR\nPR78ra3TRMJxe+vrZv3b5i2b/pEMB+Lj9MTHHdEoEouhxNR+dxGoj3pYw7Os2f+vnLMnxep+MBSo\nunoil1xCzWWXEtm4ESNw4hWtncmQ27+/SCi6yXd1k+3uwjp46KjnSDCAqoyRj4VIR3wkw8JIwOJQ\nIMuAd5x+b5KxkGIsLCRCkAhBRWwZFYEKQt4QIW+IsBEkIgEiBAhLgDABwvgJiZ8QPoJ4CSrHDigv\nAeXBr7z4bQO/N4BnWS1SV4tUV4JhoMwsquvXqNeeQnVuQ5kZiDWh1l3pmLp1OO0L5TQyUNjK5mD6\n4BFv+4fSk/cd8oamVPorK1eyqmoVLdGWk57abtkWaTN9hGik82myVpaslSVn5chYGXJWruCfOFYc\n56h+M8u2D21bWmIw0z2Q54u9o3vZsnsLvcle+pJ99CZ7GcuNTYkT8UUccYi00BJroTniCkXUMTH/\n0lkDaKlgjYyQ6+oi29VFbl9XQSRyXV2o7GRlbYTDBYHwtbXhqajAiEbxxKIY0ShGNIYRjeCJxRx/\nJIK8yRtqJm/RN5Km72CC+PYXSPzmEVp37qRu1One2VNbx2/r/oTfNm5gb2UziBDxe2iuChVMS1Ww\nyB06oa6oKeWRTGEO9GONjGDG41gjI1jxEayCO44Vj2OOxLFGRrFHR4+Zlun3oAQMy8awFFKiqscS\nGInCcBTiMSEeheGoMByDuBs2HIVUkOOuCRXxRQoVfsGuWkVTpGlRzx5cFN1EIvJB4G8BC/imUur+\nY8VdaGJwNMZyY/Qn++lJ9hQEomASvUc0CWP+WEEYaoI1VPgrqAhUUOmvpCJQQYW/gspApRPuryDi\ni+iWRplQto05MHBUoZjeH38sjEgEI+aKRNQViVgUz4R4RCKk9+xm7FfP4UlnyXmhe20lzVdcw1nX\n3Ii3rp7DqZwjGCNpekfS9I1kHP+oE3YomZtyTY8hNFYEaakO0VodorXK6Y6a8DdVhvB7S1fRKdPE\nGh0tCMV0AUEpxOcFrxfxehGf37G9XsTnxfYYmKLIexQ5scmJRU4sMmKSFZMMJhkxyZs5fPEk/ngS\n/3AS33AC/3AS73ACXzyBN5E+Im+2F8yQhRVWmNUhrMZmzOWrCTUsp37ZCqqrm/BEIhjhsPNbhcMY\n4TASCp3Y/51SkB+HbAKySciOQS7puhOQS0wey7lhEwbldHeFayHs2qEa113k90fedNHDBS8GIhID\nXgU24ojBDuBMpdTBo8VfDGJwPJRSjOXGJoUiMSkUfck+4tk4Y7kxTPvYX/F6xFMQjCl2kWhEfVEM\ncT7gEuRIe8I9zW/gTPGbCJtIA5j0OxEK7qOlP/EGNZHmRLilLGxlT7Vt++jhxbZ9ZLhpm5O2bZG3\n8wV/8THTNjGVE2fCPXGOqUxsZTPx/NvKRrl/xV0ICnXUOEq5BoXYiqApRHIG4QyEcxDOKkJZCGZt\nghm7YAcyFv6MRSBt4c+Y+NJ5fK7tzZqMRg1eWqU49JYOLr/2Vt668pJZVUQTrYteVzB64o7pjafp\niY8zMJaZMm4hAg2xSbFomSYWs5oRNUNMyyZr2mTyFllzmtu1i49lTYtM3rGzeZuMaWFZioDPIOTz\nEHTNhDvkNwjaJqFEnODoML74MN74IYzDh2BgP3b3LqyhQfIJE2XNTAgNHxh+wfAJ4nNswy8YfsN1\nO7aoPKgcYmUROwdiO3W1qMmZsqJcG8RQIIL4Q+APunbIOZhJoNJjkB0vGj8Xx1aglIB4Ud4I+CIo\nTwi8YZQnCN4QygiiPEEavnXvgheD9wOblVIfdv0PAVuVUg8fLf5iF4OZoJQibaYZy40xmh1lLDfG\nWHZsqn/asdGc407kEtjH+1BoCWOIgVe8eAwPXsOLV7x4DdfvuieMRzwF+6iiWeRGmCJoRw1zK2rL\nthwRKhIcS1kF4Skcd8WqOHzCVpbJmpp13HzOf+bC5gvnpBWYt2wGRjOuSDgzoApiMTJO/0gG055a\nJ0T8nil5OVqdcbRaZHo0hSJvKSz75Oocv9fAawhZ0z6htCaWPjnd08d7zedpyQ0ipoWRs/GYFmJa\niGlj5F1j2himheSVE27aiKkwXL+YatIsuF53xfrXX5+RGMz9wj7Hpg3oLvL3AE3FEUTkk8AnAVpb\nW9n5xhuFYytb2wDY23OgEFZXU0N9TQ2v79uHaTmLrAUDAVa1tdE3NER8bLJPf217O5lslv1FMyma\n6uqoqayccp1YOMzy5mb29/WRGJ/s5tmwejXDo6P0H5xsyCxvaiIYCLC7q6sQVl1RQXN9PZ0HDpBx\n+5y9Hg/rOjoYGh7m4PDkLmMrW9sQPBzuTwIewlSzombV5D0Fj31PtrJpaanjcGqY3sHBwhtsXU0N\nldEor3fvK7zxhoNBmurr6B0aJJVOu1PiFB2trYwmExyMx1HuW3BDbS0+v4/9fX2FNKPhMDVVlfQO\nDZHL5VAoDENoaWxgZCxBPDFaeMNuWLYMpWyGDg9jiIEhBtUVldRWVNE7MIhSTuUaDARZ0djM4fgI\nydQ4IgYGBqvbVpDPm/QPHSqc31LXQF1VDbv3dmG4lfp8/05z+uyl4dXOzjm9pwAZKlSW9VUGtEdY\n2eossbJn/36Gx02GknnSKkAib9DZf6ggAB6Ph6pYjFR6nGx2skuqurICy7IYS6UKYdFQmFAwwKGi\nQflIwE99dSXj6STKMvF7Bb/HYFVLE7lchlRqDJ/HwO8R2hvriYWD9A704fMIAY9QV11Ja0ND4Z5M\nW2HZQmtzK72Hhuk7FCdr2uQsRXVVLZm8zf7BIbKWImcqvP4gHq+fvkPDpPMxfm2uQcSgIhohk8mQ\nN/OAYAhUxWLYtkUqnXa+ixOIhkKEggGGR0cx3LCAz0dlLEYimSSby4FtoWyb2lgFmfFxxlMppxvR\nton4fXgQEskEWBZi2/gNIej1MZ5KYZsmYlmEfAaff+85xJMp4qmkMyPK46GtuQU8Hg4MDRbCamtq\nqVtWy56eHiwAwyAQCrKqvpKh3k5YdwEzoZwtgy8CUaXU7a7/20CfUup7R4t/KrQMNBqNptTMdMyg\nnEPk/UDx9mGtwIFjxNVoNBrNHFJOMfgF8C4RqReRRuBCN0yj0Wg080zZxgyUUgMi8mVguxv0OaVU\n6njnaDQajWZuKOcAMkqpB4AHypkHjUaj0ZS3m0ij0Wg0CwQtBhqNRqPRYqDRaDQaLQYajUajYRGt\nWioio8CeEiVXCRx7ecWZsxzYX4J0oHR5KlU6CzUtXebzn5Yu8/lPq5RlvkYp9eYbwRQW3FrgBrh3\noaUFHFyAeVpw5aTLfHGnpcv81CjzxdRN9NQCTGukROlA6fK0EMuplGnpMp//tHSZz39a817mi6ab\naCEiIi+pGaz5oSkdusznH13m8085ynwxtQwWIveWOwOnILrM5x9d5vPPvJe5bhloNBqNRrcMNBqN\nRqPFQKPRaDRoMdBoNDPEXW6+udz5OJWYzzLXYjANEQmKyL0isltEukXks274X4nIfhF5XUSuLIr/\nbRHpEZFXROQ8N8wrIg+ISK+I/FZEOsp1P4uBEpX5JSIyJiJvuOaz5bqfxcBsylxEzhOR53E2n7q0\nKA39nM+CEpX53D3npfqwYakYoBZ4HyDAMmAQuBjYDcSA9UAf4HN/pOdxlgJ/J7DDTeNG4GE3jZuA\nJ8p9XwvZlKjMLwEeKPe9LBYzyzJfDZyNs9z8h4vS0M/5/Jf5nD3numUwDaXUYaXUFuVwCEeZ3wY8\nqpRKKKVeBbqA84BrcX4YUyn1S6DO3bXtWuAHyvn1fgRcVpabWSSUqMw1s2A2Za6UekMp9R9HSUY/\n57OgRGU+Z2gxOA4icgYQxFHx7qJDPUAT0DYtvHd6uFJqHBgXker5yPNi5yTKXAFXiUiniDwsIvXz\nlOVFzwzK/Fjo5/wEOYkyn7PnXIvBMRCRZcCDwMcAP2AXHbYB6wTCNcfhZMpcKfWcUqoeOA3oB/5u\nXjK9yJlhmR8L/ZyfACdT5nP5nGsxOAru283PgC8ppV7EKfSWoiitOE286eHNOMpeCBeREOBRSo3N\nQ9YXLSUocwCUUnngPuCMuc7zYmcWZX4s9HM+S0pQ5sDcPOdaDKYhIhU4Czt9XSn1czf4fwPXiUhY\nRNYDNcAON/wGEfGIyDuB3UqpYTf8Y+65HwaenNebWGSUosxFpN2d3SLAXwC/L8OtLBpmWebHQj/n\ns6AUZT6nz3m5R9gXmgH+BkgBbxSZlcCXgH3Aa8AmN64BfA+nz+/fgdPc8CDwYxyFfw5oLPd9LWRT\nojL/KE4LoRN4BKgp930tZDPLMr/MPT4GDLjusH7Oy1Lmc/ac67WJNBqNRqO7iTQajUajxUCj0Wg0\naDHQaDQaDVoMNBqNRoMWA41Go9GgxUCj0Wg0aDHQaOYVEblORMLlzodGMx0tBppTFhG52a2c20Vk\nUET+tch0uWvH+0Xkn9347SLyxFHSqRGR1a5ZMe3Ye0Tkb4qCLGCLiFzk7gFQbDpF5KNzetMazTHw\nljsDGk05EJF3AZuAcSAH/FIp9eGi4/8AxHGWW7hMRH4LBIAVrnuCy4BbgHU4X0VfBZx1jGteDBwC\nPqmUOgBsnHb8E6W5O41m9mgx0JyqZICsa+cA3PVetrvHEzhi8ClglVIqLSLtwF1Kqc3FCTmncZ9S\n6ln3jf8enI1JAKqAiLsj25M4/3OvubtYFVBKXVTyO9RoZoEWA80piVLqORE5HRgB/uiGKYre1kXk\nBuBF4HNuhV8FrJ3W7dN3lOQ/DdQppfpF5D3AOUqprxd1AQVxdmj7jHudn5X05jSaE0CLgeZUJgy8\nA+gALheRwziLhQEsB/4R+OG0cx6b5k+6cb8rIqNAHbACuB9nS8Njca2InOO615/wHWg0JUKLgeaU\nRES+A1wA/AJ4HNgA7AK24XQV/RJnddQrgb86RjL3K6XuF5H3A591u4meV0p1upuVv/s4WXhctww0\nCwktBppTEqXUrSJyM043UdYN/gfgIZzWwUNKqaSItAB3K6UeLj5fRK5g2gDwND6H02q44hjHdctA\ns6DQYqA5lZFpfg/O1M+rgP/nDijPlO+JyBhQDaCUGoHCDmD2tLhp4JtKqbunhUdwBq01mnlHi4Hm\nlEREvgm83zXgbDf4AHA7zsYhX8MZT+gC7hCRz0xLoorJ8YNdwHVKqZdF5LNu+jcDnwTqgY8Un6iU\nGgQKQiAiXwE24+xydayWhEYzp+jNbTSaOWKiZaFm8E8mIoZSanoLQqOZN7QYaDQajUYvR6HRaDQa\nLQYajUajQYuBRqPRaNBioNFoNBq0GGg0Go0GLQYajUajAf4/JDs9OQUSfdwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cab9978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('应收账款周转天数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Soo3bjXdMDN4xMQg3N1Wv0JLIS1eEgRBWK4XGM0vVZGsJ9feolzkqNM5KwQh8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\n/LqhheotTPV1oKRSRVhsbpNthv7+qMvKqIyOZq7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kP+7++P0dHmt37G7UQt2ibg0gB4e/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e015e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('销售现金流营业收入比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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M8XHlRHQi568mFV4pLAiECTT0L7xO0z5anok9cwx3FPPsJrCpDw3aG6Y/xf3U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\nKLFQKBQKRb4osVAoFApFvvwfjddfacVRgcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659e7a26d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_compare('三费占比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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q2ap6qqrm+y1fQrBmDezaZaK5zj3XtFlLLLJUVBgfGMBA1/LGphBm74clZqNt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\nYRiG0WH5f3nhJAmlt3GZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659cac0668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.DataFrame()\n",
    "s['营收'] = result_0['营业收入（亿元）']\n",
    "s['营收增长率'] = result_0['营业收入（亿元）'].pct_change(axis=0) * 100\n",
    "l_0 = len(result_0)\n",
    "y_0 = tuple([str(i) for i in range(year - l_0, year)])\n",
    "s.index = y_0\n",
    "\n",
    "fmt = '%.0f%%'  #不保留小数\n",
    "yticks = mtick.FormatStrFormatter(fmt)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = s['营收'].plot(kind='bar', label='营收', use_index=True)\n",
    "ax.grid(linestyle='--', linewidth=1, axis='y')\n",
    "plt.title('营收及营收增长率')\n",
    "plt.ylabel('营收：亿元')\n",
    "plt.legend(('营收',))\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(ax.get_xticks(), s['营收增长率'], color='r', linestyle='-', marker='o', linewidth=2.0)\n",
    "ax2.yaxis.set_major_formatter(yticks)\n",
    "plt.ylabel('营收增长率')\n",
    "plt.legend(('营收增长率', ))\n",
    "plt.savefig(r'pic\\营收及增长率')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1998</th>\n",
       "      <th>1999</th>\n",
       "      <th>2000</th>\n",
       "      <th>2001</th>\n",
       "      <th>2002</th>\n",
       "      <th>2003</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>营收</th>\n",
       "      <td>6.28</td>\n",
       "      <td>8.91</td>\n",
       "      <td>11.14</td>\n",
       "      <td>16.18</td>\n",
       "      <td>18.35</td>\n",
       "      <td>24.01</td>\n",
       "      <td>30.10</td>\n",
       "      <td>39.31</td>\n",
       "      <td>49.03</td>\n",
       "      <td>72.37</td>\n",
       "      <td>82.42</td>\n",
       "      <td>96.70</td>\n",
       "      <td>116.33</td>\n",
       "      <td>184.02</td>\n",
       "      <td>264.55</td>\n",
       "      <td>309.22</td>\n",
       "      <td>315.74</td>\n",
       "      <td>326.60</td>\n",
       "      <td>388.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>营收增长率</th>\n",
       "      <td>NaN</td>\n",
       "      <td>41.81</td>\n",
       "      <td>25.05</td>\n",
       "      <td>45.25</td>\n",
       "      <td>13.40</td>\n",
       "      <td>30.85</td>\n",
       "      <td>25.35</td>\n",
       "      <td>30.59</td>\n",
       "      <td>24.75</td>\n",
       "      <td>47.60</td>\n",
       "      <td>13.88</td>\n",
       "      <td>17.33</td>\n",
       "      <td>20.30</td>\n",
       "      <td>58.19</td>\n",
       "      <td>43.76</td>\n",
       "      <td>16.88</td>\n",
       "      <td>2.11</td>\n",
       "      <td>3.44</td>\n",
       "      <td>18.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       1998   1999   2000   2001   2002   2003   2004   2005   2006   2007  \\\n",
       "营收     6.28   8.91  11.14  16.18  18.35  24.01  30.10  39.31  49.03  72.37   \n",
       "营收增长率   NaN  41.81  25.05  45.25  13.40  30.85  25.35  30.59  24.75  47.60   \n",
       "\n",
       "        2008   2009    2010    2011    2012    2013    2014    2015    2016  \n",
       "营收     82.42  96.70  116.33  184.02  264.55  309.22  315.74  326.60  388.62  \n",
       "营收增长率  13.88  17.33   20.30   58.19   43.76   16.88    2.11    3.44   18.99  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i0mtFfdH3ki7FUUcW1yd437ZuISIi0utFXeBebGZXpnvcCjPLAca6+3vp3I6I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\nEckYfdHvunSBW0REIilZiIh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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2659deb15f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.DataFrame()\n",
    "s['销售费用率_0'] = result_0['销售费用率']\n",
    "s['管理费用率_0'] = result_0['管理费用率']\n",
    "s['财务费用率_0'] = result_0['财务费用率']\n",
    "s.index = result_0.index\n",
    "s.plot(kind='bar', stacked=True)\n",
    "plt.title('茅台三费占比')\n",
    "plt.ylabel('三费占比明细')\n",
    "# plt.legend(['销售占比', '管理占比', '财务占比'], loc='upper left')\n",
    "plt.legend(['销售占比', '管理占比', '财务占比'])\n",
    "plt.xticks(x_0, y_0)\n",
    "plt.grid(color='#95a5a6', linestyle='--', linewidth=1, axis='y',alpha=0.4)\n",
    "plt.savefig(r'pic/三费占比_0.png')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "66px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": true,
   "widenNotebook": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
